{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "12b31dcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\13782\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.3' currently installed).\n",
      "  from pandas.core.computation.check import NUMEXPR_INSTALLED\n",
      "C:\\Users\\13782\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\arrays\\masked.py:61: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n",
      "  from pandas.core import (\n",
      "D:\\Anaconda3\\lib\\site-packages\\scipy\\__init__.py:155: UserWarning: A NumPy version >=1.18.5 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "# 1. 导入必要的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 设置中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Arial Unicode MS']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e8c1d2fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据基本信息:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 31 entries, 0 to 30\n",
      "Data columns (total 18 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   title                31 non-null     object \n",
      " 1   rating               31 non-null     float64\n",
      " 2   episode_duration     31 non-null     object \n",
      " 3   update_frequency     31 non-null     object \n",
      " 4   start_date           31 non-null     object \n",
      " 5   end_date             2 non-null      object \n",
      " 6   episodes_count       31 non-null     int64  \n",
      " 7   current_episodes     31 non-null     int64  \n",
      " 8   style                31 non-null     object \n",
      " 9   area                 31 non-null     object \n",
      " 10  type                 31 non-null     object \n",
      " 11  popularity           31 non-null     object \n",
      " 12  crawl_time           31 non-null     object \n",
      " 13  episode_category     31 non-null     object \n",
      " 14  rating_category      31 non-null     object \n",
      " 15  progress_percentage  31 non-null     float64\n",
      " 16  is_high_rating       31 non-null     bool   \n",
      " 17  is_long_series       31 non-null     bool   \n",
      "dtypes: bool(2), float64(2), int64(2), object(12)\n",
      "memory usage: 4.1+ KB\n",
      "None\n",
      "\n",
      "数据前5行:\n",
      "            title  rating episode_duration update_frequency  start_date  \\\n",
      "0   进击的巨人 最终季 完结篇     9.3             24分钟              已完结  2025-10-20   \n",
      "1      咒术回战 第二季后半     9.1             24分钟               周更  2025-10-03   \n",
      "2       鬼灭之刃 柱训练篇     8.9             24分钟              已完结  2025-10-01   \n",
      "3        孤独摇滚！第二季     8.8             24分钟               周更  2025-10-09   \n",
      "4  辉夜大小姐想让我告白 第四季     8.7             24分钟               周更  2025-10-11   \n",
      "\n",
      "     end_date  episodes_count  current_episodes     style area type  \\\n",
      "0  2025-11-10               8                 8  战斗,末日,剧情   日本   续作   \n",
      "1         NaN              14                 6  战斗,奇幻,校园   日本   续作   \n",
      "2  2025-10-15               8                 8  战斗,历史,奇幻   日本   续作   \n",
      "3         NaN              12                 4  音乐,日常,青春   日本   续作   \n",
      "4         NaN              12                 3  恋爱,喜剧,校园   日本   续作   \n",
      "\n",
      "  popularity           crawl_time episode_category rating_category  \\\n",
      "0         极高  2025-12-05 10:41:19             标准季番              神作   \n",
      "1         极高  2025-12-05 10:41:19             中等长度              神作   \n",
      "2         极高  2025-12-05 10:41:19             标准季番              优秀   \n",
      "3          高  2025-12-05 10:41:19             标准季番              优秀   \n",
      "4          高  2025-12-05 10:41:19             标准季番              优秀   \n",
      "\n",
      "   progress_percentage  is_high_rating  is_long_series  \n",
      "0           100.000000            True           False  \n",
      "1            42.857143            True           False  \n",
      "2           100.000000            True           False  \n",
      "3            33.333333            True           False  \n",
      "4            25.000000            True           False  \n",
      "\n",
      "缺失值统计:\n",
      "title                   0\n",
      "rating                  0\n",
      "episode_duration        0\n",
      "update_frequency        0\n",
      "start_date              0\n",
      "end_date               29\n",
      "episodes_count          0\n",
      "current_episodes        0\n",
      "style                   0\n",
      "area                    0\n",
      "type                    0\n",
      "popularity              0\n",
      "crawl_time              0\n",
      "episode_category        0\n",
      "rating_category         0\n",
      "progress_percentage     0\n",
      "is_high_rating          0\n",
      "is_long_series          0\n",
      "dtype: int64\n",
      "\n",
      "评分描述性统计:\n",
      "count    31.000000\n",
      "mean      7.967742\n",
      "std       0.663519\n",
      "min       6.800000\n",
      "25%       7.500000\n",
      "50%       8.000000\n",
      "75%       8.450000\n",
      "max       9.300000\n",
      "Name: rating, dtype: float64\n",
      "\n",
      "播出时长描述性统计:\n",
      "count    31.000000\n",
      "mean     22.967742\n",
      "std       4.127016\n",
      "min       4.000000\n",
      "25%      24.000000\n",
      "50%      24.000000\n",
      "75%      24.000000\n",
      "max      24.000000\n",
      "Name: duration_minutes, dtype: float64\n",
      "\n",
      "更新频率分布:\n",
      "update_frequency\n",
      "周更     29\n",
      "已完结     2\n",
      "Name: count, dtype: int64\n",
      "\n",
      "评分与播出时长的相关系数: 0.0166\n"
     ]
    }
   ],
   "source": [
    "# 2. 读取数据\n",
    "file_path = r'C:\\Users\\13782\\Desktop\\Data\\extended_2025_october_anime.csv'\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# 3. 数据探索和预处理\n",
    "print(\"数据基本信息:\")\n",
    "print(df.info())\n",
    "print(\"\\n数据前5行:\")\n",
    "print(df.head())\n",
    "\n",
    "# 检查缺失值\n",
    "print(\"\\n缺失值统计:\")\n",
    "print(df.isnull().sum())\n",
    "\n",
    "# 4. 数据清洗和特征工程\n",
    "# 提取episode_duration中的数字部分\n",
    "df['duration_minutes'] = df['episode_duration'].str.extract('(\\d+)').astype(float)\n",
    "\n",
    "# 将更新频率转换为分类变量\n",
    "df['update_freq_code'] = df['update_frequency'].map({\n",
    "    '已完结': 3,\n",
    "    '周更': 2,\n",
    "    '隔周更新': 1\n",
    "}).fillna(0)  # 其他情况设为0\n",
    "\n",
    "# 将评分分为不同等级\n",
    "bins = [0, 6, 7, 8, 9, 10]\n",
    "labels = ['不及格', '及格', '良好', '优秀', '神作']\n",
    "df['rating_level'] = pd.cut(df['rating'], bins=bins, labels=labels)\n",
    "\n",
    "# 5. 描述性统计\n",
    "print(\"\\n评分描述性统计:\")\n",
    "print(df['rating'].describe())\n",
    "\n",
    "print(\"\\n播出时长描述性统计:\")\n",
    "print(df['duration_minutes'].describe())\n",
    "\n",
    "print(\"\\n更新频率分布:\")\n",
    "print(df['update_frequency'].value_counts())\n",
    "\n",
    "# 6. 评分与播出时长的关系分析\n",
    "# 计算相关系数\n",
    "duration_rating_corr = df[['rating', 'duration_minutes']].corr().iloc[0,1]\n",
    "print(f\"\\n评分与播出时长的相关系数: {duration_rating_corr:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3e9c0985",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='duration_minutes', y='rating', data=df, hue='rating_level', size='popularity', sizes=(50, 200))\n",
    "plt.title('动漫评分与播出时长关系')\n",
    "plt.xlabel('单集时长(分钟)')\n",
    "plt.ylabel('评分')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e815c768",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同更新频率的评分对比\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x='update_frequency', y='rating', data=df)\n",
    "plt.title('不同更新频率的动漫评分分布')\n",
    "plt.xlabel('更新频率')\n",
    "plt.ylabel('评分')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b8084965",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h0+kwbdo0WFlZQalUwsbGBgqFAkqlEnK5HHZ2dlAqlbCyssLYsWOldmT1/Lyfnx+ePXuG7777zmh/amqq9N4pFAoEBQXh9u3b6Natm9F7PXDgQCQnJ0uPaADpK0Fs374dX3zxhdGX9ejoaHTu3Blubm4YMmQIbt++jbt375q8dDod1q9fDxcXF7Rq1cpktEbGpJwuLi6ZBi7/faWlpZnct4WFBb799luj/y56vR5t2rSRtj/66COpbIaTJ0+iRIkS6NSpE9asWQNHR0dMmzYNZ86cQfHixdGiRQsIISCTyaTPha+vrxRYAcCECROwadMm+Pr6om7durC0tISVlRWsrKyk1So6deqE7du3S69+/foZvZcAYGtri3379mHs2LF477330KVLF9y6dQvLli1DQEAAPvnkEygUCvz5559Yu3ZtpiOKXp64NDsZ/y9lVrZ58+Y4fvw4IiIi8Pz5c3Tr1g0WFhaYPn06zp49i5iYGHTr1i3LSVGJiIhehYEDERFl6fHjx2jdujXs7OywdetW6QuclZUVtm3bhpYtW6Jjx47ZPo8fHh5u9OUw41WqVKlsr33//n34+PigUqVKkMlkuHz5MqpWrQqtVgutVot69erhypUrGDlyJAYMGIBPPvkEcXFxRufYtGkTnjx5Iv0inzFiITU1FQAwePBgbNmyRTr28hfUXbt2ITY2Frdu3QIAHD9+HC9evEB0dLRUB0hfHtHV1RVA+uMMLz8n7+bmhmPHjmH37t2Qy+WwtbVF8+bNoVarMXXqVHz22WdQq9Xo3bs3fvjhB6jVanh7e5t8QU1LS0NSUhKSkpKQnJwstf2PP/7Azz//DF9fX6lsxpKWQPov8XXr1kW1atXg7OwsBQ6JiYmoVq0aQkNDjYbLW1hY4O7du5gwYQI0Gg20Wi0A4KuvvkJCQgLWrVuHFi1aoEaNGqhWrVqmr65du+L8+fP47LPP0KhRI5P/pkD6oyouLi6vfF2+fNnkcyGEwIwZM6QlHF+8eAEAOHTokLQvY8WSl0citGnTBtHR0VCr1UhISECXLl0wYcIEJCQkIC4uDoGBgdDr9bC1tcWPP/6IH3/8Eba2thg5ciTmzp0LIH1yzdTUVOj1ety9exd9+/ZFUlIShBDYvn27dL1r166hTJkyCAoKMml/hqNHj+Krr77CsmXLMH78eFy8eBHbt2+HSqVChQoVEBYWhqlTp6J3794mn+vcMhgMSElJMdkvl8vRtm1bxMfHo3Xr1rh8+TKOHj2KefPmSUHK8ePH0alTJyQlJb1WG4iI6N3EwIGIiDJ16tQpNGrUCC4uLjhy5AgcHR2NjltbW2PXrl3w9vZGt27d8Oeff2Z6noxf2y9fvix9IVy/fr3R6gH/pdfrMXToUBw+fBjbtm3Dr7/+Cnd3dwDpEzJmjEqwtrbGvHnzsG/fPshkMmnFAYPBgNWrV2PUqFEYPXq0NNlgxhfojF+s3d3dUaVKFcybNw/+/v5wcXGR2uDm5obixYvjxIkTqF69Otq2bYvU1FSo1WopYDAYDHj8+LE0oV9iYqLJhIN2dnYoVaoUhBDQaDS4efMmOnbsiC1btuDIkSPo2LEjTpw4geXLl6Njx474559/pHZmCAgIgKOjIxwdHaXJDu3t7dGkSRPY2Nhg3rx5+Pfff6V7+29g8V8Z9RQKBWQyGcaPH4+wsDDIZDLY2trC3t4etra28PPzAwCsW7cOgYGBaNq0KZKTk6HX69GkSROMHj3aaPj+nDlzULZsWdjb28Pf319ayjTD+PHjjcpn9Tp//jwAZProhcFggEajkUZBREdHA0gPZTL2ZbwXLz8So1AoEBERgfDwcERERCAlJQWJiYkIDw9HeHg44uLioNPpXjlh5LZt29CgQQPEx8cjICAAVlZWWLt2LU6cOCGVs7S0xNOnT40+Txmio6MxYsQI9O7dGzVr1sSsWbPQqlUrdOjQAffv38emTZvw/PlzDB06FIsWLUJISAjq1atntGTrp59+CqVSCVdXV6PX9u3bsX79epNwz9LSEnZ2dkahQUpKCk6dOoUxY8agfv36qFy5Mm7evInWrVsjMTERkZGRKFasGGbNmoWLFy9Ko3SIiIhyg5NGEhGRkbS0NEyaNAmrVq3CgAED4OfnJ4UG/2VjY4P9+/ejVatW6N69Ox48eGAyJ0PGr76Ojo7SRIl2dnbZDgdPSEjADz/8AFdXV1hYWBgt1xgdHY3bt28b7atduzb+97//ISQkBFWrVgWQPiKhdevWRs/P16tXD99//z3mzJljtGTgs2fP4OTkBB8fH5O2rF+/XloC8ZtvvkF4eDiOHz8OIP0X+5SUFFSrVg1A+twWmS3vOXjwYDRs2BBffPEFevToAb1eDxsbmywnKcyYAyJD3759sXz5cqmtGZM/AsDIkSMxa9YsrFu3Dl988YU0b0N2Dh06BADSiIcNGzZg1apVuHLlCoD0L/VpaWlwcnKSymVMepnxSMudO3dMlsB88uQJypYtm+21c+Lp06eQy+UoWbKkyTGNRoOlS5di6dKlRvu7du2aadmXA4Q2bdpIS1impKTAwsICu3btkh7R6d+/f7aBAwD4+/ujffv20v8TBoMBPj4++PHHH6UyGZ/5zOYnCQ4ORmBgIC5dugQvLy+MHDkSH330EWQyGaZPnw4/Pz+sXr0a8+bNg8FgwJkzZ7Bs2TKjlT+WLl2KBQsWwNLSUrpWcnIy6tevj9TUVPz222+oX7++VD41NRVardbo3p48eSI9IiWTyXD+/HmoVCppBI29vT0cHR1hb2+P2rVr4/jx4xg4cKDRSCciIqJXYeBARERGrKysUL58eaxbtw5Dhgx5ZXknJyccPHgQZ8+ezXJlAiD91/+MZ8GTk5Olxxoys3fvXnz++efSsn8vnyspKQkPHjwwmoFfCAGdTodixYrhyZMnsLCwwMaNG6HRaBAREWH0DLubmxt8fX0xadIkqf706dOh1WpNflE/duwYnj59Kq344OPjg6pVq+Lw4cPo2LEjrly5gnLlykkjKDIb4RAUFITjx49j8eLFcHd3x44dOzBx4kRYW1sbjRpJSEhAsWLFcPv2bZPAQaFQSKMq/jvnhJOTE3r37o1t27bhiy++QHJycqahR4bbt29j+/bt0kSIQHoYZGlpmekX/MycOnUKarXaZAWSJ0+ewMPDw6S8TqfDrVu3IJfLs1zhJGPkQqVKlfDkyROUKVMm06VK79+/j7Zt2+LTTz/F8OHDcfjwYfTv3x+xsbGv/CKsVquxf/9+NGrUCGPHjkWlSpUwevRouLu7w9HREYsWLcr0M5zhypUrOHv2LDZu3Ch9lpcuXQpbW1v06dMHhw8fBvB/j9m8vJxqhtq1a+Pq1avSRIw///wzAODixYvYuHEjunXrBldXVwwZMkS6/ylTpkCj0Ujnyxjt87KFCxfC0tIS3bp1w8SJE3H+/HnpM5OZSpUq4cyZM3B1dUWxYsXg4OAAGxsbzJ8/H8eOHcOpU6eMyq9ZswZyuZxhAxER5QoDByIiMvHll1/mqnyZMmWkFRD+K+PxgP8+z5/Zl6YMw4YNM1muEQBmzpyJzZs3Izo6Gtu3b5eWGsyMvb095s+fL636kBE4ZCyZ+PIv8RmTPb78Zf758+f4/PPP4e3tjU2bNiE0NBT37t2DtbU1fHx80LFjR2zcuBGffPKJVCezEQ5Tp05Fly5dUKdOHQDpEw+WLl0aw4cPx8mTJ1GrVi0EBgaiQ4cOWL16tUnYkBM+Pj4oXry41IaMkQn/FRERgU6dOkkjMvJCr9djxowZaNKkicl5njx5It3ny54+fYrGjRtDLpdnOkloBp1Oh99++w0RERGZBhdA+jwTX331Ffr06YPQ0FA8e/YMnTp1ytEX4djYWAwePBj9+vWT9g0YMADe3t746aefcO3aNVSuXDnL+g0bNsTdu3dRtmxZKXCYM2cO9u7dCysrKzg6OqJYsWI4d+4c6tatK9V7+XPl6upq8sjMy9zc3LI8lpKSkunolQMHDsDHxwcrV65Ev3790KBBA3h7e+O3337L9r918+bNMXbsWLRv3x49evQwOR4WFobPP/8cy5cvx+jRo7M8DxERUVYYUxMRUY79d5nInPDw8EBMTIzJ6/bt27k6z59//okFCxZg06ZNWLduHfr27Yu9e/dmW8fHxwcpKSnSIwJpaWnYsWMH3N3djZZVTEtLw/Pnz43q3rx5E/fv38fp06exZcsWvHjxAi1btsTSpUsRHByMNWvW4NSpU0ZfxP47aeSOHTvw559/YurUqUbn7tmzJ3x8fNC6dWvMmTMH77//PubOnYvu3btneh9JSUkIDQ1FaGgoIiIiTI5XqFBBmhMjLi4u08Dh2bNnOHLkCKpWrYp9+/Zl+75lRaPRoE+fPggKCsKKFSuMjqWlpSEkJCTToMDT0xNpaWlZLgea8UpOTka7du3w+PHjLAMHAOjSpQvOnTuHLVu24JdffkGrVq1y1P4xY8agRIkSWLx4sbRv/vz5WLFiBa5fv47Tp0/D29s723NUqFABQghp6c2ZM2dKk5KuWrUKY8eOxcqVK9G/f3/88ccfGDp0KE6ePCnVj4mJgUajgcFgMJq34sKFC9Lx/85pkTFp6H/DBp1Oh3nz5qF3796YMWMGRo4cCUdHRxw/fhxWVlaoW7cuxo8fn+lnBgAmT56MX375RZoH4790Oh0iIiJQr1497N+/P/s3l4iIKBMc4UBERDmm1WozXaowOxYWFtkO7QbSgwwrq8z/SAoODsby5cvh5+eHn3/+Gc2bNweQPmHkwIEDERAQgMmTJ6Np06ZSndTUVNy8eRO2trYmv3w/ffpUWmXgvzKe+a9cuTLatGmD69evo3bt2iZD+5s0aYL3338fkyZNkiZx1Ov1uHbtmjRRYFRUFMaOHYvWrVujSZMmRvVTU1NRs2ZNuLi4YObMmahQoQIaNGgAg8Fg0l6DwYA9e/Zgz549Jvszc+fOHZNHI4KDg3H06FG0atUKv/76q8kXVyFEpud62dGjRzF9+nT8/fff2LFjhzRHQEREBNasWYOgoCAkJCSgcePGrzzXq/z999/S0paZSUxMxMmTJ/HixQu0bdsW48ePx5o1a9CtWze0a9cODRo0MLnH/fv348CBAzh//jwcHByk969t27bSl+6oqCh8+OGHWV43LS1NCr4uX76MNWvWSPN7AEBISAh69eqFBg0aYPDgwejevTsuXbqErVu3So+f/Hfy1ZywtLQ0elQnKioKAQEBWLt2LZ4/f47NmzejV69e0nEPDw8EBgZi3LhxWLFiBVauXIn33nsP+/btQ5kyZZCSkoLRo0dj7969OHToENq1a2d0jxmf98qVK+PixYvSvcyfP98kPCMiIsqWICIiyqFGjRqJQYMGvbJckyZNclRu586donv37sLGxkYMHTpU2v/333+LiRMnisaNGwuZTCa8vb3FhQsXTOrfvXtXdOzYUQAQlSpVEt9//70QQojIyEghl8uFo6OjcHZ2zvHLxsZG9OvXL9s2379/X3h4eIgmTZoIrVYrhBCiX79+ws7OTshkMrF3714hhBB6vV4MHTpUnD9/XgghRGpqqhg6dKho3ry5cHBwEB4eHsLX11f8888/4ptvvhFubm7C2dlZeHt7i3HjxknXGzBggNF7GR4eLgCIO3fuSPt27dolJk6cKD788EMBQOzYscOk3atWrRJqtTrTe1qyZInw8PDI8p5v374tXFxcROPGjUVQUJDRMYPBIGrWrCkaNGggfvnll2zfu+wsWrRIjBkzRrRr104AEIcPHzY6vnv3bvHNN9+I999/X9jZ2YlatWqJP//8UwghxJMnT8ScOXPEe++9J2QymbC2thaVK1cW3t7e0mfCYDCICxcuiPDwcPHpp58KR0dHMW/ePOn8LVq0EK1btza6pq2trfTfUwghFixYIACIDh06iGvXrkn74+PjxeDBg4Wtra3o3r27SElJEUKkfwa++eYbYWVlJQ4ePJjt/Z87d04AEFFRUa98r+bMmSPs7OzEl19++cryx44dE506dRIDBgyQ9v3666+iVKlS4vLly9K+/fv3izFjxggPDw/RtWtXo3Po9XoxcuRIsXXr1le2jYiI6GUMHIiIyOyqVq2ao8Dh7NmzwtraWtSuXVucOXNG2h8bGysaNmwoJkyYIC5evPjK8wQGBorBgweLQ4cOvU6zc0Sr1YpZs2YZfdE7f/68WL9+vbh//362dZcsWSK+/vprcfz4cZGammp0LDU1VZw8eVLMnDlTbN++Xdrv7+8vAgICpO2kpCSxfPlyERsbK+37888/RfHixUWHDh3Eli1bcn1P//vf/4Sbm1u2ZUJCQoTBYMj1uXPq559/FtWrVxfdu3cX27ZtMzm+Y8cO0b59ezFjxgxx7ty5LM/z/PlzcezYMfHDDz+ICRMmZBpUderUSfTu3VtER0dLdZo0aWISClhYWJi05e7du5led+fOnWLTpk1Z3ltycnKWbRYiPRgAIMLCwrItJ0R6AJDR9pz673+7jFAkw7lz50TFihVFv379TEIlIiKivJIJkYNxlERERPlA/P9n1DnzPREREdHbh4EDEREREREREZkdf1IiIiIiIiIiIrNj4EBEREREREREZsfAgYiIiIiIiIjMjoEDEREREREREZkdAwciIiIiIiIiMjsGDkRERERERERkdgwciIiIiIiIiMjsGDgQERERERERkdkxcCAiIiIiIiIis2PgQERERERERERmx8CBiIiIiIiIiMyOgQMRERERERERmR0DByIiIiIiIiIyOwYORERERERERGR2DByIiIiIiIiIyOwYOBARERERERGR2TFwICIiIiIiIiKzY+BARERERERERGbHwIGIiIiIiIiIzI6BAxERERERERGZHQMHIiIiIiIiIjI7Bg5EREREREREZHYMHIiIiIiIiIjI7Bg4EBEREREREZHZMXAgIiIiIiIiIrNj4EBEREREREREZsfAgYiIiIiIiIjMjoEDEREREREREZkdAwciIiIiIiIiMjsGDkRERERERERkdgwciIiIiIiIiMjsGDgQERERERERkdkxcCAiIiIiIiIis2PgQERERERERERmx8CBiIiIiIiIiMyOgQMRERERERERmZ1VYTeAiN5c9+/fR+XKlaHX63Hnzh3UqlUr03JCCKSlpSEtLQ0ajQbx8fGIi4tDREQEHj16hOvXr+Orr75C9erVs7yWEAIJCQmIjIzEs2fPcOPGDVy6dAkfffQR+vXrl1+3SESUZ6mpqYiLi0OJEiWM9qelpQEArKzy969hjx49wt27d9GpU6d8vQ4RUWFSq9VQKBSwtbU12v/ixQsUK1askFpFGTjCgegd5eHhgX/++QcAoNFokJqaanRcCAGNRiNt37x5E1qtVto2GAxo1qwZNm7ciAsXLqBVq1a4du1apteaOnUqypcvj/r166NTp054//33MWrUKJw7dw5arRYtWrQwqRMaGgpbW1solUq4u7vDw8MDKpUK7dq1w/fff48zZ87Azs4OT58+NcfbQUSUY7/99hvc3d1fWe5///sfWrdujZSUFACAXq+HXq+Hr68v3nvvPZN+92URERGQyWRG/bDBYECvXr2wb9++HLXz1q1b6Nevn3R9IqKirlKlSjh8+LDRvgULFmDatGlZ1pkwYQKGDx8OIP3vr6mpqYiMjETZsmVx/fr1/Gwu5QADB8rWqVOn4OnpmS/n9vf3R+vWrfPl3PRqtra2sLOzAwCMGTMGTk5OUCqV0svOzg7VqlWTyk+dOhV9+/aVfpk7efIkDAYD+vXrhxYtWmDp0qWIjY0FkP6X6pctXLgQERERuHPnDi5evIixY8eia9euWLhwIb7++msMGTLEZHSDp6cnUlJScOLECaxZswYREREYPXo0hg8fjuPHj6NatWro3LkzJk+enJ9vE1GusM98N1hbW0Mul2dbZufOnfjf//4HGxsbuLq6onz58mjUqBEmTJiAOXPmIDU1FdWqVUPZsmVRrVo1TJ8+3ai+jY2N0T+B9L9UX7p0KdPRYE+ePIGLiws8PT2l1/jx4wEAXl5e8PT0RLly5VCsWDFs3rz5dd8CokLDfvbtZmNjY9Tv7dy5E3PmzEGjRo0yLb97927s378fR48ehZubG7y8vPD1119j9OjRsLKyQo8ePVC5cmVUrFgRK1asKKjboJfwkQrKVvPmzXHz5s3Cbka+CA0NRfny5SGEKOymFKh79+7B0tISer0ejx8/hkajwYYNG7Bhw4Zs623fvh3NmzfHkCFDsHnzZqxYsQIajQZeXl4AgMjISJQoUQJarRYajQYvXryApaUlOnbsiPv370OhUMDS0hIpKSlQq9WwtLTEunXr4ODgACB9OJxKpUJgYKD030QmkyEhIQFfffUVunXrJrVFq9Vi06ZNGDlyJID0gMPCwgIymSwf3jGinGOf+XaqVKmSFLYC6aPCYmNjTb70jBw5EtOnT4fBYMDdu3exa9cudO3aFQcOHIClpSWioqKwZcsWBAcHw93dHZGRkRg5ciTWrl2LUqVKZduGKVOm4Pfff8fp06dRvnx5k+NWVlbQ6/UIDQ0FAJw4cQKlS5dG1apVAQCHDh1C2bJlUbt27dd7M4gKGfvZd8f+/fsxYsQI7N27Fx07djQ5vmbNGvj4+ODIkSN49uwZVq5ciePHj+OHH37AlStX8OzZM2zatAnHjx/H7t27C+EOCGDgQK9gZWUFJyenwm4G/cfOnTulL9svq169Os6fP59t3WXLliE2NhYPHz7Ezz//DAcHB6xZsybLL+sGgwEWFhZwcnLCr7/+ii1btuDWrVs4cOAA+vXrhy1btgBIDweuXbsGV1dXo/ovD4vbvn07xo0bh169eqFMmTI4ffo06tati0WLFsHC4v8GXN2+fRv169eXnsVLTU2FtbU1LC0tAQDz5s2DjY0NateuDb1ej5SUFAQGBqJx48Y5ePeI8g/7zKLpdfpMIH30wIULF1C3bl0AwLFjxzB8+HDpyz0ADB48GElJSQAACwsLfPfdd/j5559RqVIl2NvbQyaT4cWLF4iPj8cHH3wAANDpdLC2ts42bNDr9Rg5ciTOnDmDM2fOwMPDI8uyMpkMOp0OFhYWWLNmDTp27CgFDv7+/mjfvr00cs3a2vqV901UFLGfLZpet5/9Lz8/P3z99dfYu3cv2rVrl2mZmjVr4uDBg/D29kZCQgIqVqyImJgYLF68GNevX4e9vT169eqFypUr5/r6ZEaC3nqXL18WjRo1Ek5OTqJ79+5CrVYLIYSYOXOm6Nixo2jZsqVwcnISffr0EfHx8UZ1T548KVQqlck5t27dKjw9PYWdnZ14//33RUxMjHRs165dokqVKqJ48eLi888/FykpKdKxOXPmCDc3N1G5cmUxYcIE0apVK+nYxo0bRaVKlUTx4sXFtGnThMFgyNH9+fr6Cg8PD1GsWDExevRoodPpjK5XokQJoVQqxbBhw0RaWpoQQgiFQiEAGL0uXLgghBDCYDCIRYsWiXLlyomSJUuKH3/80eh6kyZNEs7OzqJZs2ZiyJAhokyZMkIIIVJSUsTYsWNF8eLFRZUqVcSePXtM3sfg4GDRoUMH0aJFCyGEEMnJycLBwUFcvnxZKjtgwAAxZcqUbO85KSlJPHr0yOT15MmTHL1nu3btEgDEtWvXxJUrV4SVlZVwdHQUzs7OwtraWvp3hUIhpk6dalQ3LS1NtGzZUhQrVkwMGDBA2g9AxMTEiNTUVKHRaIzqJCcni6+//lqULl1a/PXXX2Lx4sXiu+++E3FxcaJOnTrC29tb7Nu3TyQnJ5u0Va/Xi4EDB4quXbuKKVOmCB8fH9G6dWuxcOHCHH9GiHKDfSb7zP+ys7MTQUFB0vbRo0dN/jsPGjRIzJgxI9vzbNiwQXz44YdZHjcYDCIuLk6kpKSIiIgIAUCkpKSIRYsWiZCQEJGSkmL0evHihfTf/dmzZ8LFxUUsWrRIVK9eXSiVSuHh4SHq1Kkj6tSpI21Xr15dbNiwIUf3TZRf2M+yn32ZWq0WycnJIiUlRVSvXl0cOXJE7N27Vxw5csSk34uPjzf6e+bx48eFvb29aNCgQZYvBwcHce/evVe2g/IHA4e3XFxcnChevLiYOXOmCA0NFe3atRPDhg0TQqR36gDExo0bxf3790Xjxo3FhAkTjOpn1qknJCQIa2trsW3bNvHo0SPRuXNn6Uvp5cuXhZ2dndi3b5+4c+eOaNy4sfjiiy+EEEL8+uuvwsXFRZw+fVoEBgaKYsWKSZ366dOnhbW1tThw4IC4fv26KF26tNi8efMr72/r1q2iRIkS4vTp0+LOnTuiatWqwtfXVwghxO+//y4cHBzE1atXRXBwsPDy8hI7duwQQqR3bDdu3BAARFxcnIiLi5M6/I0bNwqlUikCAwPF2bNnhZ2dnTh79qwQQogjR46IcuXKifv374vRo0eLjz/+WOpIx40bJxo3bizu3Lkj9u3bJ+zt7cVff/0lvY/u7u6iVq1aYuXKleLq1avSPfTt21d6/3Q6nVAqleLatWuvvPfX0b9/fwFAlC9fXuzatcvoD9CKFSuKW7duZVk3Pj5efPbZZ+K7774T9vb2QqVSCZVKJQCIsmXLirJly0qfo4SEBDF16lTh5uYm2rdvLyIiIoQQ6e/j/v37pTKjRo0SlpaWQi6Xi3/++Ue61pUrV0TTpk2Ft7e3iI+PF1OmTBEzZ84UT58+FR4eHqJZs2Zi69at4vHjxwwfyCzYZ7LPzIy9vX2uAoe0tDSh1WpNzpNV4KDRaERKSoqIi4sTlpaWws7OTtjb2wsAwt7e3uTf7e3tha2trbCwsJC+VD169EiUKFFCOmevXr3EwoULxYMHD8SDBw/Ehx9+KNavX2+Gd4Po9bCfZT/7X/Xr1xc2NjbC3t5eWFhYZPrv9vb2ws7OTlhZWYndu3dLdQ8fPixq1KghLly4kOWrXr16IiQkJN/aT9lj4PCW27JliyhZsqT0ZeyPP/4Qbm5uQoj0Tr1Zs2ZS2b1795p04Jl16snJycLW1lZs3LhRaDQakZaWJiW3I0eOFCNGjJDKnjt3Ttja2gqDwSAGDx4sPv/8c+nY119/LXXqw4cPF71795aOTZkyRfTq1euV99ehQwfxv//9T9r+66+/xKVLl4QQ6UnrixcvxPPnz8Vvv/0mvLy8xJw5c6Syjx49EpkN8mnfvr345ptvpO0+ffqIr7/+WgghxMKFC0W/fv2EEOkdXJUqVYQQ6b/C29raisDAQKne8OHDxahRo4QQ6e8jALF161aT6+3bt086z59//ikqV678yvt+HREREcLV1VW4u7uLRYsWiQoVKoi4uDixdetWodPppMBhx44dJiMOAgMDxeTJk4UQ6el9ZiMc/qtPnz7C399fnDp1SvqFLSOkcHV1FRUqVBBCCBEcHCzmzZsnhEj/Q75Ro0ZCJpOJiRMnSn9xf/z4sQgPDxdCCPHkyRPx4YcfCgBCLpeLR48emf29oncP+0z2mZmxtbXNUeAwbdo0IUT6L26lS5eW+rrMXvb29sLZ2VmoVCpRqlQp8dVXXxmdLyYmxuj99vLyEocOHcqyjX///beoVq2atL127Vrx+eefG73OnDnzGu8CkXmwn2U/m50aNWqIkydPCiGEGDVqlNF9Z2bv3r2ievXqYv78+dm+YmNjC6D1lBnO4fCWi4iIQExMDFxcXACkP4+fmJgoLbP18rOgZcqUQVRU1CvPaWtri+3bt2PRokUYP348mjdvjuXLl6NChQoIDw9Hy5YtpbIVK1ZESkoKYmJi8OzZM7Rt29bo2OXLl6V2njx5EkqlEkD6c605mdgqPDwcFSpUkLbr168v/XtsbCwGDx6M27dv47333oONjY3J6gmZiYiIQGBgINauXQsgfXKwjAkLK1WqBH9/f2g0Gly8eFGaKTw2NhYpKSlGbalYsSLOnDkjbZcoUQJ9+/Y1uV7Hjh0xcOBA/P3339i3bx/69Onzyja+znNyEydOxKBBg3Dw4EF0794dNWvWxNGjRzF58mR88sknANLXiP/+++9x7do1LFiwQKrr5+eHGjVqSNuHDh2SnmkGgJYtW0Kv16Njx4746aefAKTP25AhLi4OAPD8+XMMGTIEbm5u+PrrrwGkv18Zs7RXq1YNVatWRe/evTFjxgxpCbi4uDjIZDLpcxIREYF169YhOTk532aspncL+0z2mZlxcnJC165dpblmMps0UqvVStdo27Ytnjx5ku05P/30U1SqVAmzZs165fUBYPz48ZgxYwbef/99aT6bl0VGRqJ06dK4fv06unbtCktLSzg4OEhldTodzp8/jxMnTkifG6LCwH6W/WxOjR07Fi1atMDnn3+OcuXKZVrm9u3bcHJyeuWkkI8ePZLePypYDBzecmXLlkWDBg2wY8cOAOlr08bHx0uTRb084VV4eDhKliz5ynO+ePEC7u7uOHfuHDQaDUaNGoWJEyfiwIEDKFeuHB4+fCiVffjwIWxtbeHm5oYSJUrg6dOn0rHHjx8btXPUqFGYNGkSgPRJAg0Gwyvb4uHhYXQPAQEBOHnyJNatW4eZM2fCw8MDJ06cgEwmQ+/evY3qZvzFUQhhNGFi2bJlMXToUPTq1QtA+l8iM5Y/q1ixIqKjo+Ho6IhSpUpJEyK6urrC1tYWDx8+lN7Dhw8fQqVSSee1tbXNdGJGGxsbfPzxx9i9ezcOHDhgsvZwZj788MNM1xV+1TJtoaGhCA4OxoYNG3Dw4EFYWVmhU6dO+PDDDzFu3DgoFAoA6RMyrV69Gm3btsXAgQNRvXp1PHnyBHv37sXixYul83Xu3Nlo0sgzZ86YTBo5bNgwHDp0SDo3kB5oPHv2DB4eHjh+/DiA9P8OGo0GUVFRcHNzw8aNG3HhwgV4e3vj1KlTANKX5rSxsZH+gu7p6YmmTZsaLd9J9DrYZ7LPzExkZKTRdmaTRv7XtWvX0LZtWzg6OmYaEMTGxsLS0hJr1qxB9erVceLEiSzPJYTAwIEDsXbtWnz55ZdSoPuy4OBglC1bFnXr1sXjx4/h6+uLK1euYOvWrdBqtWjRogUmTZrEsIEKHftZ9rM5ValSJfTv3x99+vTB8ePHpeXcX7Zv3z506NABz549g7+/P4YPH45PP/0Unp6e6NmzJ65evYqrV6+aLD1MBajwBldQQYiLixMlS5YUO3bsEJGRkWLRokXC3d1dpKamSs/J+fv7i/v374uGDRtKw+UzZDZs7c6dO8LGxkb88ccf4smTJ2LgwIGiU6dOQoj0Z+4znpO7e/euaNy4sZg4caIQIn3CHldXVxEYGCguXrwo3NzcpGFrZ86cESqVSly4cEGEh4eLXr16iR49erzy/rZt2yZKliwpzp49K+7cuSPq1KkjDWP75JNPRP/+/cXTp0/F8uXLhaWlpfjuu++kujqdTtjZ2YkDBw6I0NBQaWKeTZs2ifr164ubN2+Khw8fipYtW0rvS58+fcTs2bPF7du3TSZGzHhO7u7du5k+J5fZBEcZDhw4IJydnUX16tVfec+vKzU1VQiRPjz30aNH0rOAGUPNXp7DoUOHDtJzlQMGDBCffvqpdJ7sHqlITU2VnjvMTHh4uChevPgr23rhwgVhZWUlihcvLooXLy5sbW2Fra2ttG1hYSHu3LmTy3eAKGvsM9ln5kRmj1Rk5d69e+LDDz80uf8BAwaImTNnZlkv45GK8PBw8cEHH4jRo0eLu3fviuLFi4shQ4aIpKQko/K9e/cWq1atkrb1er3o0qWLGD16tOjUqdMrhyUTFRT2s+xns1OjRg1x6NAh8eWXX4ratWuLhIQE8d5774lGjRqZPD579OhRUaFCBXH48GFRvHhx0aBBA+Hq6iqqVKkiatWqJezs7ESDBg1EtWrVxAcffFCg90H/h4HDOyBjJmA7OzvRsGFD6TmymTNnio8++kg0b95cODg4iL59+4qEhASjull1RitXrhSenp7CxsZGNG7cWPz999/SsZdnAh47dqw0E7DBYBAzZswQrq6uwsvLSwwfPtxoJmB/f39RqVIl4eDgID7++GMRFRWVo/v74YcfRNmyZYWrq6v44osvpGf2goKCRM2aNYWTk5Po0aOHGDBggPjoo4+M6m7ZskWUKlXKaDUGg8EgFi5cKDw8PISzs7MYNGiQ+Pfff4UQQuzZs0fY2dkJOzs7AUBUrlxZej+Tk5PFmDFjRLFixbKcCTgrWq1WKJVKMXv27BzdszlUqFBBPHjwQAQFBQl/f3/x8OFDsW3bNuHg4CCCg4OFEOnzPWSsOtGgQQNx5coVqf6SJUtMZlN++eXn55fpddVqtTh+/LgoVarUK9t47tw5o89IxqSRGVQqlbh9+3be3gCiLLDPZJ/5KocPHxYeHh45KmswGETnzp2NnhMXIv2LR3btv3//vgAgnJycRM+ePUVYWJgQQogbN26IypUri1KlSonly5cLIYSIjIwU9vb2UhkhhLh9+7aYNm2akMlkwt7eXixdulRcunRJREVFCb1en9tbJjIr9rPsZ7NSpkwZ4eTkJOrUqSPOnz8vhEgPqT744ANhY2MjJk6cKJKSkkRycrKoUqWKWLlypfjjjz/EoEGDhBBCDBs2TJw8eVI8evRINGjQQAiRHjoxcCg8DBzeYTNnzpT+56ScKVu2rPjtt99ETEyMePz4sejbt6/48ssvX+ucT548EWFhYcLd3b1Al+wpU6aM0WoUly5dEpUqVRJffvllpis+/PcvqHPnzjUa4ZDBYDAInU4njaT4r2+++UaULFlS+Pj4vLKNx44dEwqFIstJ1ywtLfN9dnqiDOwzc+9t6jNftmvXLuHu7p7j8k+ePJEmvD116pSoXbu2sLKyEgcPHsyyzoEDB4SdnZ3YtGmTybF///1XTJw4UZw6dUoIkf7lbdy4cSImJka0bt1aeHh4iBYtWogff/xRPHv2TFy+fFlMmTJFNGnSRNja2oqSJUuajJAgKgrYz+be29TPPnv2TDg4OIgvv/zSaCnRDGvXrhVLly4VQqQHIitWrBCpqali37590ufmf//7n/jrr79EZGSkGD9+vHj27Jlo166dWLBgQYHdBxlj4PAOexM69YCAAOHs7JzpK+OXnYK0cOFC4enpKeRyuXB2dhadO3d+7dURFi9eLORyuZg0aZJ5GklE+YJ9Zu6xzzSVkpIiDh48mKNfSkNDQ3N9/rCwsGwfadPr9ZytnYos9rO597b1s3np914ls2WKqeDIhBCi4GeOIMqZpKQkxMbGZnqsWLFicHJyKuAWEREVXewziYjyF/tZotxh4EBEREREREREZmdR2A0gIiIiIiIiorcPAwciIiIiIiIiMjsGDkRERERERERkdu9E4CCEQEJCAjhdBRFR9thfEhHlDPtLIqJXeycCh8TERDg7OyMxMbGwm0JEVKSxvyQiyhn2l0REr/ZOBA5EREREREREVLAYOBARERERERGR2TFwICIiIiIiIiKzY+BARERERERERGbHwIGIiIiIiIiIzI6BAxERERERERGZHQMHIiIiIiIiIjI7Bg5EREREREREZHYMHIiIiIiIiIjI7Bg4EBEREREREZHZMXAgIiIiIiIiIrOzKuwGEOXF/fv3ERoaarQvOTkZISEhuT5XxYoVYWdnZ7Lf09MTVapUyWsTiYiIiIiI3mkMHOiNtHz5cty4cSNfr1GnTh0sX748X69BRERERET0tmLgQG+k8ePHF8gIByIiIiIiIsobBg70RqpSpQofdyAiIiIiIirCOGkkEREREREREZkdAwciIiIiIiIiMjsGDkRERERERERkdgwciIiIiIiIiMjsGDgQERERERERkdkxcCAiIiIiIiIis2PgQERERERERERmx8CBiIiIiIiIiMyOgQMRERERERERmR0DByIiIiIiIiIyOwYORERERERERGR2DByIiIiIiIiIyOwYOBARERERERGR2TFwICIiIiIiIiKzY+BARERERERERGbHwIGIiIiIiIiIzM6qsBtARERERG+H+/fvIzQ01GhfcnIyQkJC8nS+ihUrws7Ozmifp6cnqlSpktcmEhFRAWLgQERERERmsXz5cty4cSNfr1GnTh0sX748X69BRETmwcCBiIiIiMxi/PjxBTLCgYiI3gwMHIiIiIjILKpUqcLHHYiISMJJI4mIiIiIiIjI7Bg4EBEREREREZHZMXAgIiIiIiIiIrMrlMBhw4YNqFmzJpRKJfr164fY2NhX1jl9+jSqVasGV1dX/PDDDwXQSiIiIiIiIiLKqwIPHI4dO4YJEybA19cXN2/eREJCArp3755tnZiYGHTt2hX9+vXDhQsXEBAQgJMnTxZQi4mIiIiIiIgotwo8cNi0aRMGDx6MDh06oFy5cli8eDHOnTuHFy9eZFknICAApUuXxrfffovKlSvju+++w/r16wuw1URERERERESUGwW+LGZsbCxq1aolbVtaWhr9MzM3btxAmzZtIJPJAACNGjXC1KlTsyyv1Wqh1Wql7YSEhNdtNhHRW4n9JRFRzrC/JCLKvQIf4VC/fn0cPHgQBoMBAODv74+GDRvC2dk5yzoJCQkoX768tO3k5ISnT59mWX7+/PlwdnaWXh4eHua7ASKitwj7SyKinGF/SUSUezIhhCjIC6rVanz00UdITEyEra0tLl68iE2bNuGzzz7Lsk6fPn3QrFkzTJgwAQCg1+thY2OD1NTUTMtnlkB7eHggPj4eTk5O5r0hIqI3GPtLIqKcYX9JRJR7Bf5IhVKpxNmzZxEcHIwlS5ZArVajf//+2dYpVqwYYmJipO3ExETI5fIsyysUCigUCrO1mYjobcX+kogoZ9hfEhHlXqEsiwkApUuXxt69ezF//vxs528AgIYNG+LChQvSdlBQEMqUKZPfTSQiIiIiIiKiPCq0wGH58uWoWrUqunXrJu1LSEjI9DGJrl27IjAwEMeOHUNqaioWLVqEDz74oABbS0RERERERES5USiBQ1xcHBYtWoSlS5ca7a9duzZ+//13k/Kurq7w9fVF586d4e7ujnv37sHHx6egmktEREREREREuVTgk0a+jkePHuHu3bto0aIFHBwcclwvISEBzs7OnNSHiOgV2F8SEeUM+0siolcr8EkjX0f58uWNlsckIiIiIiIioqKp0OZwICIiIiIiIqK31xs1woHeDPfv30doaKjRvuTkZISEhOT6XBUrVoSdnZ3Jfk9PT1SpUiWvTSQiIiIiIqJ8xsCBzG758uW4ceNGvl6jTp06WL58eb5eg4iIiIiIiPKOgQOZ3fjx4wtkhAMREREREREVXQwcyOyqVKnCxx2IiIiIiIjecZw0koiIiIiIiIjMjoEDEREREREREZkdAwciIiIiIiIiMjsGDkRERERERERkdgwciIiIiIiIiMjsGDgQERERERERkdkxcCAiIiIiIiIis7Mq7AYQEZmbRqNBWFhYnuqqVCrY2NiYuUVERERERO8eBg5E9NYJCwvDiBEj8lTXz88PXl5eZm4REREREdG7h4EDEb11VCoV/Pz8TPaHhYVh7ty58PHxgUqlyrIuERERERG9PgYORPTWsbGxyXaUgkql4igGIiIiIqJ8xkkjiYiIiIiIiMjsGDgQERERERER5VJoaChkMlmBXe/UqVPw9PQssOvNmjULgwcPfq1zMHAgIiIiIiIiykTr1q3h7++f6bFy5cohLi6uYBv0hmHgQERERERERJRLFhYWUCqVhd2MIo2BAxEREREREb3VBg8ejFmzZmHLli3w8vLC6tWrAQCBgYGoV68e7Ozs0KhRI9y+fRsAMHr0aMhkMpw+fRpDhgyBTCbD6NGjjc6Z2SMVGY89HDhwACqVCsWKFcOKFSuk4zdv3kTNmjVRrFgxTJo0CVWrVsXy5ctf694OHz6MWrVqQalUYvjw4dBqtQCAkSNHwsfHRyp38OBB1K5dW9retGkTKleuDFdXV0yfPh1CiNdqR2YYOBAREREREdFb78iRI1ixYgWWLFmCrl27wmAwoGfPnvjkk0/w8OFDtGzZEl999RUAwNfXF3FxcWjWrBlWrlyJuLg4+Pr65ug6z58/x8KFC3Ho0CHMmTMHkydPhkajAZAeZPTr1w8nT57E+vXrsX79enz66ad5vqfg4GB8/PHH+OKLL3DlyhVcvnwZixcvBgD06NEDhw8flsr+8ccf6NmzJwDgzJkzGD58OH744QccP34cGzduREBAQJ7bkRUui0lERERERERvvZCQEDx48ADOzs4AAIPBgKCgILi4uODmzZtQq9W4d+8e7t+/j9DQUABAYmIiHj58iFOnTiEkJMTofC9evAAALF26VNoXHByMpKQkeHt74/Dhw0hLS4NOp8OuXbvg7u6Oa9euYfjw4bC1tUWNGjXw+PFjNGvWLM/3tGPHDtStWxfDhw8HAIwdOxa//PILfHx80LZtWzx69AjR0dEoUaIEjhw5gl9//RUAsHnzZnTv3h0fffQRAOCzzz7DgQMHXiv8yAwDByIiIiIiInrrDRo0SAobgPQ5GHx9fbF+/XpUqFABHh4e0Ov1WL58OW7cuAEACAsLw2+//YbLly+bnC9j1ELGl3gAUKvVsLKywpUrV4zKLl++HDY2NrC0tMTChQtx4cIFPHjwANWrV3+te4qIiEBQUJA0l0RaWhocHBwAANbW1vjoo49w+PBhNGnSBNbW1qhRo4ZU7+TJk1I9nU5n9LiFuTBwICIiIiIioreevb290fapU6ewbt063LlzByVKlMChQ4fw119/Yfz48dIIh2+++Qbt2rVDixYtMh3hcOXKFXz88cfSvuDgYERERBjtO3v2LMaNGwd3d3fMnz8fV65cwcaNGzFu3DjUqVPnte6pbNmy+Oijj6RRFnq9HsnJydLxHj16YOvWrYiPj0ePHj2M6o0aNQqTJk0CAKSmpsJgMLxWWzLDwIGIiIiIiIjeOYmJiQDSRyU8ePAAX375JYQQqFKlCqpUqQIA2LVrF6Kjo9G4cWM4ODigTZs2sLS0BJA+aeT//vc/TJ48WTrnqVOn8Mcffxjt++qrr9CyZUtoNBo8ePAAly5dgrOzMzw8PF77Hvr27YuffvoJDx48QM2aNbFw4UKcO3cOV69eBQC8//77+OKLL/DixQssXLhQqjdw4EB89tln6NevH8qWLYtvvvkGBoMBu3fvfu02vYyTRhIREREREdE7p2PHjujYsSPq16+P0aNHY8SIEXj69CmioqKkMj4+PggJCYFKpcLo0aNfaxRAlSpVUKJECbRq1Qrly5eHra2tycoXuVWxYkVs2rQJX375JSpVqoSbN29i27Zt0nGFQgFvb28EBwejbt260v4WLVpg9uzZ+Oyzz1CtWjXodDqsWrXqtdqSGZnIj7UvipiEhAQ4OzsjPj4eTk5Ohd0cIiok9+7dw4gRI+Dn5wcvL6/Cbk6RxP6SiChn2F8SUW6tX78eO3fuxLp162BnZ4ebN2+ic+fOiIqKemv7EY5wICIiIiIiIspnbdq0QVpaGmrWrIlSpUph5MiRWLBgAdRqNZRKZaavvn37FnazXwvncCCiN1pUVBTUanWOyoaFhRn9M6eUSiXc3d1z2zQiIiIiIkmFChVw/Phxk/1paWm4fv16pnXs7OzyuVX5i4EDEb2xoqKi8OmAAdDqdLmqN3fu3FyVV8jl2BIQwNCBiIiIiMzOysoKnp6ehd2MfMHAgYjeWGq1GlqdDj0BuOXTNWIA7NbpoFarGTgQEREREeUCAwcieuO5ASgNWT6d/a2fV5eIiIiIKF9w0kgiIiIiIiIiMjsGDkRERERERESFTKvVQq/Xv7KcEAJarRYAYDAYkJKSAiGK5qhcPlJBREREREREb7XcrGxmDnlZ5czLywthYWGwtLQ02q/X6432CSHg6OgItVqNhw8fonnz5lAoFIiOjoaTkxNsbW2lstHR0ahfvz7OnTtncr3Dhw9j3rx5OHv2rLRv0KBB6N69O7p165artmeFgQMRERERERG9taKiojBgwKfQ6bQFdk25XIGAgC25Ch3u3bsHa2trWFj834MIK1asQEBAAC5cuGBUNjU1FQBQqVIlREZGAgDatm2LGTNmoF27dlKZsmXLYvLkyZlez8bGBgqFQtqOiIjAjh078OGHH0oBhZWVFby9vXN8D//FwIGIiIiIiIjeWmq1GjqdFpqKrSFslfl+PVmKGgg5letVzl7+8g8AkZGRmDlzJnbs2GFS1tra2mRfbGws3Nz+b+22PXv2QKlU4uOPPzYqZzAYkJqaKj2GkZaWBplMhnnz5qFcuXI4cOAAAODmzZuoWbPmmxc4rFu3DrNnz8bz58/RqFEj/PLLL6hQoUK2dbp27YrffvtN2m7Xrh2OHTuW300lIiIiIiKit4CwVcJg75rv1zHHRIlCCAwfPhwvXryAp6cnbt68CU9PTzg5OWVa3mAwICQkxCjg+Omnn/DNN98YjZgA0oOE999/HxqNBqmpqShfvjzGjRuHffv2wdHREUuXLoVSqUTt2rUxffr017qPAp80MiQkBHPmzMGvv/6Ku3fvomLFihg8ePAr6129ehW3bt1CXFwc4uLi8Ouvv+Z/Y4mIiIiIiIgKmI+PD168eAEHBwcAwPLly9G2bVs8f/480/IPHjxAcnIy7t27BwA4fvw4Ll68iFmzZsHT0xP/+9//pLJ169ZFdHQ0mjZtimbNmuHmzZtwcnLCjh078OOPP6Jbt24YNmwYBg0ahJo1a77WfRR44BAUFARvb2/Ur18f5cqVw9ChQxEcHJxtnSdPnkAIgZo1a0KpVEKpVMLe3r6AWkxERERERERUMGbOnIlt27Zhz5490mSRq1atQsmSJdG6dWtER0eb1Pnrr79QtmxZTJw4EWlpaWjXrh2EEHj06BFSU1PRsWNHo/KhoaE4deoUQkND0bp1awwdOhStWrWCi4sLnj9/jj///BOurq5ISkp6rXsp8MChevXqOHHiBK5fv474+HisWrUKHTp0yLbO5cuXodfrUbZsWdjb26Nv376Ii4sroBYTERERERER5a/k5GR89tln2Lp1K06cOIFSpUpJx6ytrbFr1y64uLigQ4cOJiMdDhw4gAkTJqB+/fqYP3++tD8gIADlypVD/fr1jcrPmzcPffr0gaenJ8aNG4exY8eiQYMGWLduHY4cOYKQkBBERkaiVq1a+Oijj5CWlpaneyrwORyqV6+Onj17ol69egCA8uXL49KlS9nWuXv3LurUqYMlS5bAwsICw4cPx7Rp07BmzZpMy2u1WmldUgBISEgw3w0QEb1F2F8SEeUM+0siyk8vXryAt7c3ypQpgwsXLsDV1XSuCVtbWxw4cABNmzbFTz/9hDlz5gAAnj59it9++w0LFy6Eo6Mj6tevj5YtW6J+/fr49ttvsWHDBqPzXL16FYGBgfjpp5+wcOFCjBgxAlWqVEFCQgIuX76Mjz76SCpbuXJlrFixAlZWeYsOCnyEw+XLl/Hbb7/h4sWLUKvV6NevHzp37izNkJmZadOm4ejRo6hTpw5q1aqFxYsXY/fu3VmWnz9/PpydnaWXh4dHftwKEdEbj/0lEVHOsL8kovxUrFgx/Pzzzzh+/HimYUMGpVKJkydPYtasWdK+WbNm4eOPP4ZKpUKxYsWwfft29OnTBz169EC7du2kZTIzhIaGYuHChUYrXbRq1QpJSUn46quv8Pfff+Pvv//GihUrEBERAZVKlef7KvDAYdu2bejbty8aN24MZ2dnzJ07FyEhIbhx40aOz1GiRAk8f/7cKGV+2bRp0xAfHy+9wsPDzdV8IqK3CvtLIqKcYX9JRPmtdevWJitKZMbd3V0qd/DgQWzfvh0LFiyQjnt6eqJkyZI4evQoPD09odFojOr37NnTaBRDhsyunZP2ZKfAH6kwGAyIjY2VthMTE5GcnAy9Xp9lnT59+mD8+PFo3rw5AODChQtwd3c3Wac0g0KhyPIYERH9H/aXREQ5w/6S6M0nS1EXyC/ushS12c6l1Wqz/K587Ngx9O7dG2vWrIGHhweuXLmCzZs3Y+vWrRg7diwCAgIwadIkeHp6ok+fPvjkk0/QokULKUT471MGBoMBPj4+WLJkCQDg33//ha2t7Wu1v8ADhxYtWmDQoEGoX78+3N3dsW7dOpQsWRK1a9dGQkICbG1tjYZ2AECtWrUwadIk+Pr6IjY2FtOmTcOYMWMKuulERERERET0hlEqlZDLFUDIqQK7plyugFKpfO3z6HQ6kxEKGVQqFWbPno2+ffuiTp06EEKgT58+uHXrljTh5J9//onffvsNvr6+uH79Ok6cOCHVT0tLQ2pqqrSt1Woxd+5cDB48GABw6tQpDB069LXaLxPZTZ6QD4QQmDt3LtatW4dnz56hZs2aWL9+PerVqwdPT09p3c+XpaamYvTo0dixYwccHR0xZswYTJ8+PccTVyQkJMDZ2Rnx8fFwcnLKh7siosJw7949jBgxAj0BuOXTNWIA7Abg5+cHLy+vfLpK0cH+kogoZ9hfEr1ZoqKioFarC+x6SqUS7u7uBXa9xMREODo6ZlsmNTXV6Md9jUaDxMREuLml/006JSUF1tbWeZ4gMjMFHjgUBv6BQPR2yggcCgIDByIiehn7SyKiVyvwRyqIiMytIEY4EBERERFR7jBwIKI3nhuA0pDl09nf+kFgRERERET5osCXxSQiIiIiIiKitx8DByIiIiIiIiIyOwYOREREREREREVAcnIyDAZDYTfDbDiHAxEREREREb3V3oRlMbVaLcqXLw+FQoG4uDjI5XKjpS5fvHiBYsWKITg42Gjpyrt376JDhw4IDw+X9k2dOhUqlQpjxox5/Zt5DQwciIiIiIiI6K0VFRWFTwcMgFanK7BrKuRybAkIyFXooFAoEBUVBQAYOnQomjVrhmHDhknH69Wrh4EDBxqFDQBgY2MDhUIhbScnJ2PdunWYOXMmzp07J+339vY2qZvfGDgQERERERHRW0utVkOr02FMjX9R2l6f79d7+q8lVv+Tft3cjnLIEBsbCze3/1v4/eLFiwgNDcXw4cONymk0GukRDL1eDyEEli9fDrlcjkuXLuHSpUsICQmBTCbD+fPn835TecTAgYiIiIiIiN56pe31KO+U/4GDOdy/f98orPjxxx8xbtw4k0csvLy8kJaWhqSkJJQvXx4jRozAsmXLoFQqMW3aNNSoUQMtWrTA9OnTC+M2OGkkERERERERUVGRnJyMBw8e4N69ewCAe/fuYffu3Vi3bh08PT0xduxYAECxYsUQExODPn36QKVS4caNG6hRowZWrlyJ7du3o2/fvvjiiy9QrVo1dOrUqVDuhYEDERERERERURFx/fp1FC9eHHPmzEFCQoI0iuHZs2coUaIE2rdvL5VNSkrC7t27kZSUhMaNG6NVq1bo3bs3FAoFFAoFtm3bhnLlyuH58+eFci8MHIiIiIiIiIiKiAMHDqBXr14YPHgwJk2aJO0/ffo0nj17hq5du0r7fvrpJ3z44YdwcHDAokWLMGXKFHh7e2P27Nn45ZdfEB4eDicnJzRt2hTNmjVDfHx8gd4L53AgIiIiIiIiKgJSUlKwYcMG7NmzB40aNUKjRo2wZcsW9OvXD5MnT8asWbOklSYeP34MPz8/7Nu3D4GBgejWrRtKliyJjRs34uzZs+jfv790XoVCgc2bN8PZ2blA74eBAxEREdE7SqPRICwsLE91VSoVbGxszNwiIqJ3m6+vLypWrIjmzZsDAPbu3YtmzZph165dcHZ2xtChQ6WyYWFh8PHxgYuLi7TP29sbGzduRM+ePTFr1iwAQGhoKKpXr44KFSoU6L0ADByIiIiI3llhYWEYMWJEnur6+fnBy8vLzC0iInp3Xbt2DfPmzcPp06elfa6urqhVqxYOHDiAUaNGITExEU5OTgCAFi1aoEWLFggNDTU6j4WF6cwJme0rCAwciIiIiN5RKpUKfn5+JvvDwsIwd+5c+Pj4QKVSZVmXiOhN8vRfyyJ7nZs3b6JDhw6YMmUK3nvvPdy+fRsBAQHw8/NDjx49sGLFCsycORPlypVDz5490aNHD7Rv3x7W1tYQQhidy2AwYNWqVdi9ezcAIDU1FQaDwSz3llsMHIiIiIjeAVFRUVCr1WY7X2aPYiiVSqN144mIigKlUgmFXI7V/xTcNRVyOZRKZY7Lly5dGqNHj8a3336Ljh074sGDB+jVqxfOnz+PSpUqAQC2bduGs2fPYunSpZg8eTKuXLkCa2trpKWlITU1VTqXVqvF2LFjjR6pqFixojlvL8dk4r9xyFsoISEBzs7OiI+Pl4afENGb7969exgxYgTGACgNWb5c4ykEVuPdGTrM/pLo7RQVFYVPBwyAVqfL1+so5HJsCQh4J0IH9pdEbxZzh66v8joBbGJiIhwdHbMtk5qaCmtrawBAWloaYmJiUKpUKQDpgYNMJoNcLs/T9c2JIxyIiIiI3nJqtRpanQ7tALi8snTexAE4rtNBrVa/E4EDEb1Z3N3d35i+6VVhAwApbAAAKysrKWwA0lekKCoYOBARERG9I44XdgOIiOidwsCBiIiI6B3RE4BbPp07BsDufDo3ERG9mfK0NsbKlSsRHx+f6bGkpKTXahARERERERERvfnyNMJhxYoVaNCgAcLCwlC9enXUqlULADBmzBhs2rQJCxcuxLhx48zaUCIiIiLKm4wZ2ncXwKSRuZmVnYiI3m55Chw6deqEDz74ADVq1MCDBw8wePBgLF68GJs2bcLvv/+OUaNGMXAgIiIiKiLc3d2xJSDAZIZ2rVaLyMhIk/LPnj3D+vXrMWzYMKOJyF5WsmRJk4nJuCwmERG9LE+Bw6ZNm3Du3DnUqlULL168QOnSpfHFF18gNTUVtWvXRmhoqJmbSURERESvI7MZ2u/du4e5c+dmWWf9+vVZHntXlgsmIiosU6ZMQYcOHdC+fftsy928eRO1atWCTJY/y8S/jjwFDqVKlcLvv/8OW1tbXLhwAba2ttJaxCkpKbC1tTV3O4mIiIjIzFQqFfz8/PJcl4iI8o+1tTUCAgKyDRwiIyNRr149hIeHo3Tp0tDpdLC0tISlpWUBtjRreQoctm7ditGjR+P7779HpUqV0LFjR7z//vvw8PDA8OHD8d5775m7nUREWYoBAIh8PDcR0dvJxsaGoxSI6J0QFRVl8lhZfsrLI2anT5/GoEGDpO2UlBTI5XJ4enpK+27fvg07OztpOzg4GN7e3ihdujQA4IcffsCqVatgYfF/60M8efIE3bp1w65du/J4N3mXp8ChVq1aCAwMNNp37949VKlSBRs2bECbNm3M0jgiouxwEjQiIiIiepWoqCgM+HQAdNr8/Tvjy+QKOQK2BOQqdNDr9ShZsiQuXrxockyj0cDW1hZyuVwqazAYcP36dXh7e0vlpk6diqlTp0rbP/30ExYvXgwfH5/XuJu8y1PgAAA6nQ5RUVEQIv1XRVtbW4SHh2Po0KFmaxwRUXaymgQtK2FhYZg7dy58fHxyNRSYk6ARERERvbnUajV0Wh0MjQwQTvkzKvZlsgQZdJd1UKvVufo75MujErJiZZX+Ff7ixYvo0aMH1Go1lEoldu/ejcePHyMmJgaurq4QQmDq1Kk4cOAALly4AA8Pjzzfz+vIU+CwcuVKTJ48Gbr//Kook8mg1+vN0jAiopzIbBK0V1GpVBxCTERERPSOEU4CcCmA67zGo75BQUFGj1BI5xTG52zWrBkiIyNRunRpXLp0CfHx8ejUqRNcXV0BAAaDAcuWLcO1a9cKLWwA8hg4fPfdd1i6dClGjhwJa2trc7eJiIiIiIiI6J1Tr169bB+pMBgM0kiIv//+G8WLF4eHhwf++OMPeHt7Q6PRwNraGpaWlnBycpIWdNDpdLC2ti7wlSzyFDg4Ojqibdu2DBuIiIiIiIiIzOTlEQ6PHz9GmTJlpBUnVCoVtFqtFCJs374dn3zyCYD0CSc7dOgAlUqFf//9F1ZWVkhISEDt2rVhYWEBrVaL69evF/go31c/JJKJ5cuXY+TIkfjnn3/M3R4iIiIiIiKid1K9evUQGhqK0NBQfPDBB5g7d660PXHiRDx9+lQqGxoaimPHjuH69ev4888/0b17d0RFRSEpKQlqtRolSpTAzZs3oVarkZKSUiiPFOdphMOECRPw/Plz1K5dGy4uLnBycpKOPXz40GyNIyLKC41Gg7CwMJP9GfsyO5ZBpVLBxsYm39pGRERERJQTU6ZMQb9+/dC0aVOsWLEC27ZtQ/ny5VGxYkUAwObNm+Hr64smTZqgY8eOcHNzK+QWm8pT4ODv72/mZhARmU9YWBhGjBiR5fG5c+dmeczPz48TShIRERFRobpy5Qpat26N7t27w8vLC127dsXdu3dRrFgxqYxMJkOzZs3g5OSEwMBA/PLLL0Vu1cg8BQ6tWrUydzuIiMxGpVLBz88vz3WJiIiI6O0jS5C91goSublOXuh0Ojx//hzdu3fHpUuX8Ndff2H58uWwsrJCQEAAVq9ejR49eqBKlSqwsLDA2bNn0a9fP+zZswcODg5o3bo1PDw80KFDBwBAampqgU8S+V95ChyIiIoyGxsbjlIgIiIiIgCAUqmEXCGH7rKuwK4pV8ihVCpzVeePP/5AWFgYevfujYCAANjZ2QEAli1bhq5du2LmzJnw8fGBXC7HnDlzsGDBAuzcuRPNmzcHAJw/fx7VqlXDpk2bsHnzZuh0OpQsWdLct5YrMvHfBT3fQgkJCXB2dkZ8fLzRfBNERGSM/SURUc6wvyR6s0RFRUGtVhfY9ZRKJdzd3XNV58qVK5DL5ahTp06WZR4+fIibN2/igw8+QEhICGrWrGlS5q+//sKhQ4fQs2dPVKtWLddtN6ccBw6WlpaIi4uDk5MTLCwsTIZmCCEgk8mg1+vzpaGvg38gEBHlDPtLIqKcYX9JRPRqOX6k4uHDh1Jn+ujRo3xrEBERERERERG9+SxyWvDlidRUKlWWr5xYt24dPDw8YGdnh9atW+doKc3Tp0+jWrVqcHV1xQ8//JDTZhMRERERERFRIchx4GAuISEhmDNnDn799VfcvXsXFStWxODBg7OtExMTg65du6Jfv364cOECAgICcPLkyYJpMBERERERERHlmtkCByFEjuZvCAoKgre3N+rXr49y5cph6NChCA4OzrZOQEAASpcujW+//RaVK1fGd999h/Xr15ur6URERERERERkZnlaFnPs2LHw9fWFQqGQ9p04cQJjxozB/fv3s61bvXp1nDhxAtevX0f58uWxatUqaZ3QrNy4cQNt2rSRJqps1KgRpk6dmmV5rVYLrVYrbSckJOTktoioAGg0GoSFheWprkqlgo2NjZlb9G5jf0lUdLG/LFrYXxIR5V6eAoe1a9diwYIFRoFDjRo1cvSHYvXq1dGzZ0/Uq1cPAFC+fHlcunQp2zoJCQmoXr26tO3k5ISnT59mWX7+/PmYPXv2K9tCRAUvLCwMI0aMyFNdPz8/eHl5mblF7zb2l0RFF/vLooX9JREVlF9++QV16tRBgwYNAKT36fXr10eDBg3w5MkTlClTJtv6Go0GERERePToEa5duwZbW1tMmDChIJpuIsfLYgLApk2bAACDBw/GqlWrYGdnByD9cYoTJ04gODgYgYGB2Z7j8uXL6N69O/bu3YuqVati0aJF+PPPP3H58mWTpTYz9OnTB82aNZPeJL1eDxsbG6SmpmZaPrME2sPDg8sWERUBWf1iFxYWhrlz58LHxyfLCWj5i535sb8kKrqyG+Hwqj6T/aX5sb8kerNFRUVBrVYX2PWUSiXc3d1zXU8IgdKlS2P27NkYOXIkAKB9+/b47LPPUL9+fbRt2xY3b95EqVKlpDqffPIJIiIioFarkZycjOfPn6NkyZKoUaMGypQpgxIlSmDKlClwcHAw2/3lVK5GOGzYsAEAIJPJEBAQACur9OoWFhaoWLEitm3b9spzbNu2DX379kXjxo0BAHPnzsXq1atx48YN1K1bN9M6xYoVQ0xMjLSdmJgIuVye5TUUCoXR6AsiKjpsbGyy/dVNpVLxV7kCxP6SqOh6VX8JsM8sSOwvid5cUVFR+HTAAGh1ugK7pkIux5aAgFyHDn/88QfS0tKMFlawtLSEvb09atWqhT59+uDnn3/GzJkzpePTp0+Hvb09ypUrB3t7e/Tt2xcdO3Z85eIMBSFXgUPGyhAWFhb4/fff85TmGgwGxMbGStuJiYlITk7OdsLJhg0bYuvWrdJ2UFDQK4eREBEREREREanVamh1OvQE4FYA14sBsFung1qtznXgsGTJErRq1crkB/aMH/uXLl1qFH5qtVo0aNAgy6cFMhgMBuj1elhbW+eqPa8rT3M4jBo1Ks8Jb4sWLTBo0CDUr18f7u7uWLduHUqWLInatWsjISEBtra2Jm9C165d8fnnn+PYsWNo1aoVFi1ahA8++CBP1yciIiIiIqJ3jxuA0sj+i7l55HjWAiMnTpzAyZMn0adPH3Tr1g3Xrl2DhYUFoqKiEBQUhIkTJ6afXQh4eXlh+/btqFKlCmxtbWFpaQkg/ZE7uVyOnTt3YvLkyXB0dAQA6HQ6tGvXDps3bzbLHeZUngKH1atXZ7o/JiYGbm7ZZ0Y9evTAnTt38OOPP+LZs2eoWbMm9u3bB2tra1SuXBk//vgjunXrZlTH1dUVvr6+6Ny5MxwcHKBUKuHv75+XphMREREREREVKVqtFhMmTECLFi0AADt37oSVlRUsLCxQrVo1rF69Gm3atEFKSgoUCgVSU1Mhl8ulpweEEJg+fTqCg4NhYWGBypUr4/Dhw/jhhx/QsmXLQrsvi7xUunv3Lrp06YLKlSujQoUKqFChAsqXL4+yZcu+sq5MJsO3336LsLAw6HQ6XLt2TVqxIjQ01CRsyDB69Gjcu3cPAQEBuHnzZp4m4CAiIiIiIiIqarZt2wYPDw8MHToUACCXy2FhYQG9Xo+HDx+iXLlyUlmZTCY9cmEwGHDq1Cm0a9cOMTExCAgIgEwmQ6VKlbB582ZMmDABffr0wcmTJ7NcdCE/5WmEw+DBg9GiRQuUKlUKarUaQ4cOxZdffokFCxaYu31Gypcvj/Lly+frNYiIiIiIiIgK0sCBA9GlSxccPHjQaP+9e/cAINMf96Ojo9G8eXO4ubnB2toa9vb2mD59Oq5fv474+Hj8/fffGDt2LNLS0jBu3Dh4e3tj/fr1BXI/GfIUONy6dQsHDhzA48ePMW7cOHTq1AlOTk4YO3YsJk2aZO42EhEREREREb21LCws4OrqarJ///79aN68eaarNJYoUQI3btyAra0tHjx4gOjoaLRq1Qp///03rKysMHbsWBQrVgzTp0/H2LFjs12oIb/k6ZEKLy8vrFu3DrVr10ZISAieP3+OEiVK4NGjR+ZuHxEREREREdE7R6/XY/PmzejSpYvJMSHSJ6a0tbUFAFSuXBlPnz5FnTp1ULVqVVSqVAkPHjzA6tWrUbNmTQwZMkSaWLIg5SlwWL58OVasWCE9TuHl5YWmTZuia9eu5m4fERERERER0TtnxYoViImJwbBhw0yOtWjRArdu3ZK2ExISMGvWLEyZMkXa9+jRI4SHh6N///6FEjYAeXykolmzZnjy5AkAYOHChejcuTMSExPRsWNHszaOiIiIiIiIyBxiAOR1ycrcXydvDAYDDAYDDhw4gClTpmDx4sVwcnICANjb22PBggXQarW4evUqSpYsiZiYGOzZswcLFixA+/bt0bt3b+lcz58/R0xMDI4dO5bpKImCkKfAYe3atejatStKlSoFAGjVqpVZG0VERERERERkDkqlEgq5HLt1ugK7pkIuh1KpzHU9nU6H1NRUhISEYNCgQRg/frx0bMuWLQgMDASQPreDq6sr+vTpgwcPHsDX1xfdu3c3OldgYCA+/fRTNGnSBH379n2t+8mrPAUOvr6+8PDwkAIHIiIiIiIioqLI3d0dWwICoFarC+yaSqUS7u7uua43evRojB49OtNj3bp1Q7du3Yz2BQQEwNraOtPyXbt2RXx8PGQyWa7bYS55Chy+/fZbzJ07Fy1btoSDg4O520RERERERERkNu7u7nkKAIq6rMKGDIUZNgB5DByCg4MBAJUqVcKgQYNgb28vHfvuu+/M0zIiIiIiIiIiemPlKXAIDQ2Fl5cXvLy8EB0dLe0v7PSEiIiIiIiIiIqGPAUOGzZsMHc7iIiIiIiIiOgtYlHYDSAiIiIiIiKitw8DByIiIiIiIiIyuzw9UkFElBNRUVE5Xn4oLCzM6J85ldclh4iIipLc9JdA3vpM9pdERG+v06dPo2rVqlI/v3HjRjRv3hwVK1Ys1HbJhBCiUFtQABISEuDs7Iz4+Hg4OTkVdnOI3glRUVEY8OkA6LS6fL2OXCFHwJYA/iXaTNhfEhU89pdvJvaXRG+W3Aa7ryuvIe+VK1fwzTff4Pfff4ednZ20PyoqCl5eXlneQ+3atVG7dm1s2bIFsbGxKFWqFPbs2YOuXbvm9RbMgiMciChfqNVq6LQ6GBoZIJzyJ9eUJcigu6yDWq3mX6CJ6I3F/pKIKH9FRUXh0wGfQqvTFtg1FXIFtgRsyXWf27BhQ3z88ceIiIhAlSpVsHTpUgghkJKSAr1ejyVLlgAA3NzcMGjQIABAUFAQbt++jV9//RUAsHr1ajRq1MgkbBBCFPjKkgwciChfCScBuOTTufHWD9AioncI+0siovyhVquh1WnRuMKHcLIpnu/XS9A8x6WHv+cq5A0JCUGDBg3g7OwMIQRmz56NW7duYcaMGTh06BB0Oh3kcjm8vb0RFBSEZcuWSYHD999/j1atWqF8+fJ48eIFfH19AQAuLi5wdnYGABgMBvz777+Ijo6GpaVl/tx4Jhg4EBERERER0VvPyaY4XOyL5iivihUrSo9LrF27Fv7+/ihbtiysra3RtGlTaDQaWFtbo3nz5khLS4OVVfpX+cuXL2P//v3SaIaJEyeiWbNm+PDDD3Hx4kX4+/sX0h2l4yoVREREREREREVAamoqli5dijFjxgAALCwy/8ouk8mQlpaG0aNHo3Tp0gCAEydOYP/+/Vi+fHmBtfdVGDgQERERERERFQGLFy+GWq1Gnz59AKQHCyVLloRKpUJ0dDSUSiW6dOkCAFi5ciWEEJgwYQIAoG3btrh16xY8PT0BAFu3boVSqYRSqYSNjQ0CAgIK/H4YOBAREREREREVsrNnz2LmzJlwcHBA165dodfrIYRAZGQkwsLCUKJECajVahw8eBAAMGTIEOzduxdyuVw6h0qlkv69f//+UKvVUKvV0Gg06N+/f4HfEwMHIiIiIiIiokIUFBSErl27YsiQIShRogTS0tKwZ88eGAyGTMsLIeDk5ITy5cvn+BoFvUIFwMCBiIiIiIiIqFCVKVMGK1aswNixYwEAO3fuRO/evaHX6zN9pEKv17/ynC8/UuHs7IwPPvggv2/DBFepICIiIioKEt7QcxMR0WsrUaIEBgwYgOvXrwMAihdPX76zVq1aOHv2LJKSklC9enVERkbi0aNH+P333195zv79+0urVBgMBqSmpuZX87PEwIGIiIioCLC8XHDrohMRvYsSNM+L/HWEEEbbly5dApAeGGQ8XlG+fHmMGzdOKqPX6zN99OLlc1lYWEChUOS5XXnFwIGIiIioCNA30gNO+XTyBAYaRPTuUiqVUMgVuPTw1aMCzEUhV0CpVOa6nsFgyLSeVquFTqfLtI5Go4FGozHal5qaCq1Wm+vrmxsDByIiIqKiwAmAS2E3gojo7ePu7o4tAVugVqsL7JpKpRLu7u65rtegQQMcPnzYZH+ZMmWybP+MGTMwY8YMo33jx4/H+PHjc319c2PgQERERERERG81d3f3PAUA9Hq4SgURERERERERmR0DByIiIiIiIiIyOwYORERERERERGR2DByIiIiIiIiIyOwYOBARERERERGR2XGVCiIiIqIiQJYgg4DIt3MTEREVNAYORERERIVIqVRCrpBDd1mXr9eRK+RQKpX5eg0iIqKXMXAgIiIiKkTu7u4I2BIAtVqd4zphYWGYO3cufHx8oFKpclRHqVRyDXoiIipQDByIiIiICpm7u3uewgCVSgUvL698aBEREdHr46SRRERERERERGR2DByIiIiIiIiIyOwKPHDw9/eHTCYzefn7+2dbr3bt2kblhw8fXjANJiIiIiIiIqJcK/A5HPr3749u3bpJ20lJSahXrx5atGiRZZ3k5GSEhIQgOjoa1tbWAACFQpHfTSUiIiIiIiKiPCrwwEEul0Mul0vbq1atQvfu3VGxYsUs6wQFBaF27dpwc3MriCYSERERERER0Wsq1DkcNBoNfvrpJ0yfPj3bcpcvX0ZERATc3NygVCoxZswYaLXaAmolEREREREREeVWoS6LuXXrVjRu3Bienp7Zlrt37x6aN2+OWbNmQa1WY8CAAfD19cXUqVMzLa/Vao0CiYSEBHM2m4hyIz//9+P/2q+N/SURUc6wvyQiyr1CDRzWrFmDWbNm5ajcy7777jssW7Ysy8Bh/vz5mD17tjmaSESvyfKyZWE3gbLB/pKIKGfYXxIR5V6hBQ7BwcEIDg5Ghw4dcl23RIkSePLkSZbHp02bhi+//FLaTkhIgIeHR57aSUSvR99IDzjl08kTGGi8LvaXREQ5w/6SiCj3Ci1w2LlzJ7p06SKtOpGdJk2aYOfOnVKnfuHCBahUqizLKxQKrmJBVFQ4AXAp7EZQVthfEhHlDPtLIqLcK7RJIw8fPozWrVsb7VOr1dDr9SZla9SogVGjRuHSpUvYuHEjli5dijFjxhRQS4mIiIiIiIgotwolcEhJScGlS5fQtGlTo/0uLi64deuWSfklS5ZAoVCgTZs2mDlzJhYvXoxBgwYVVHOJiIiIiIiIKJcK5ZEKW1vbTJe1FEJkWl6pVGLfvn353SwiIiIiIiIiMpNCe6SCiIiIiIiIiN5eDByIiIiIiIiIyOwYOBARERERERGR2RXasphE9G6QJcggkPn8LOY4NxERERERFU0MHIgoXyiVSsgVcugu6/L1OnKFHEqlMl+vQUREREREucfAgYjyhbu7OwK2BECtVueofFhYGObOnQsfHx+oVKocX0epVMLd3T2PrSQiIiIiovzCwIGI8o27u3uuwwCVSgUvL698ahERERERERUUThpJRERERERERGbHwIGIiIiIiIiIzI6BAxERERERERGZHQMHIiIiIiIiIjI7Bg5EREREREREZHYMHIiIiIiIiIjI7LgsJhEREVERpNFoEBYWlumxjP1ZHVepVLCxscm3thEREeUEAwciIiKiIigsLAwjRozItszcuXMz3e/n5wcvL6/8aBYREVGOMXAgIiIiKoJUKhX8/PzyXJeIiKiwMXAgIiIiKoJsbGw4SoGIiN5onDSSiIiIiIiIiMyOgQMRERERERERmR0DByIiIiIiIiIyOwYORERERERERGR2DByIiIiIiIiIyOwYOBARERERERGR2TFwICIiIiIiIiKzY+BARERERERERGbHwIGIiIiIiIiIzI6BAxERERERERGZHQMHIiIiIiIiIjI7Bg5EREREREREZHYMHIiIiIiIiIjI7Bg4EBEREREREZHZMXAgIiIiIiIiIrNj4EBEREREREREZmdV2A0goneLRqNBWFiYyf6MfZkdy6BSqWBjY5NvbSMiIiIiIvNh4EBEBSosLAwjRozI8vjcuXOzPObn5wcvL6/8aBYREREREZkZAwciKlAqlQp+fn55rktERERERG8GBg5EVKBsbGw4SoGIiIiI6B3ASSOJiIiIiIiIyOwYOBARERERERGR2TFwICIiIiIiIiKzK/DAwd/fHzKZzOTl7++fbb3du3dDpVKhdOnS2LZtW8E0loiIiIiIiIjypMADh/79+yMuLk56hYeHw9XVFS1atMiyzt9//40BAwbg22+/xZEjR/Ddd9/h3r17BdhqIiIiIiIiIsqNAg8c5HI5lEql9Nq0aRO6d++OihUrZlln3bp1aNOmDYYPH45atWph3Lhx2Lx5cwG2moiIiIiIiIhyo1DncNBoNPjpp58wffr0bMvduHEDbdu2lbYbNWqEv/76K7+bR0RERERERER5ZFWYF9+6dSsaN24MT0/PbMslJCSgfPny0raTkxOePn2aZXmtVgutVmtUn4heTaPRICwsLE91VSoVbGxszNwiym/sL4mIcob9JRFR7hVq4LBmzRrMmjXrleWsrKygUCikbRsbGyQnJ2dZfv78+Zg9e7Y5mkj0TgkLC8OIESPyVNfPzw9eXl5mbhHlN/aXREQ5w/6SiCj3ZEIIURgXDg4ORqNGjRAVFQVra+tsy3bq1Ak9e/bEsGHDAADXr1/HgAED8M8//2RaPrME2sPDA/Hx8XBycjLfTRC9ZbIa4RAWFoa5c+fCx8cHKpUq07oc4fBmYn9JRJQz7C+JiHKv0EY47Ny5E126dHll2AAADRs2xIULF6TAISgoCGXKlMmyvEKhMBoRQUQ5Y2Njk+0oBZVKxVEMbxn2l0REOcP+kogo9wpt0sjDhw+jdevWRvvUajX0er1J2R49emD79u24desWkpKSsGzZMnzwwQcF1FIiIiIiIiIiyq1CGeGQkpKCS5cu4eeffzba7+LigqCgINStW9dof506dfDFF1/gvffeg42NDSpXroyxY8cWYIuJ3j5RUVFQq9U5KpvxmEVuJ5RUKpVwd3fPbdOIiIiIiOgtUGhzOOTF7du38eTJE7Rq1QpyuTzH9RISEuDs7Mxn7Ij+v6ioKHw6YAC0Ol2+Xkchl2NLQABDhzcI+0siopxhf0lE9GqFukpFblWvXh3Vq1cv7GYQvfHUajW0Oh3G1PgXpe1NH2Myh6f/WmL1P+nXYuBARERERPTueaMCByIyr9L2epR3yp/AgYiIiIiI3m2FNmkkEREREREREb29OMKB6B329N/8yxzz89xERERERFT0MXAgeoet/sehsJtARERERERvKQYORO+wMTWSUNrekC/nfvqvBQMNIiIiIqJ3GAMHondYaXsDJ40kIiIiIqJ8wYesiYiIiIiIiMjsOMKB6B329F/LN/LcRERERERU9DFwIHoHKZVKKORyrP4nf6+jkMuhVCrz9yJERERERFQkMXAgege5u7tjS0AA1Gp1jsqHhYVh7ty58PHxgUqlyvF1lEol3N3d89hKIiIiIiJ6kzFwIHpHubu75zoMUKlU8PLyyqcWERERERHR24STRhIRERERERGR2XGEAxFJNBoNwsLCTPZn7MvsWAaVSgUbG5t8axsREREREb1ZGDgQkSQsLAwjRozI8vjcuXOzPObn58fHLYiIiIiISMLAgYgkKpUKfn5+ea5LRERERESUgYEDEUlsbGw4SoGIiIiIiMyCk0YSERERERERkdkxcCAiIiIiIiIis2PgQERERERERERmx8CBiIiIiIiIiMyOgQMRERERERERmR0DByIiIiIiIiIyOwYORERERERERGR2DByIiIiIiIiIyOysCrsBBUEIAQBISEgo5JYQEeUPR0dHyGSy1z4P+0sieheYo89kf0lE74LX7S/ficAhMTERAODh4VHILSEiyh/x8fFwcnJ67fOwvySid4E5+kz2l0T0Lnjd/lImMuLZt5jBYMDTp0/N9gvguyIhIQEeHh4IDw83yxcZouzw8/Z6zNW/sb/MG35+qaDxM/d6zNHHsb/MO35+qSDx8/Z6OMIhBywsLFC2bNnCbsYby8nJif9zUoHh561wsb98Pfz8UkHjZ67wsL98ffz8UkHi561wcNJIIiIiIiIiIjI7Bg5EREREREREZHYMHChLCoUCM2fOhEKhKOym0DuAnzd6k/HzSwWNnzl6k/HzSwWJn7fC9U5MGklEREREREREBYsjHIiIiIiIiIjI7Bg4EBEREREREZHZMXCgTMXExCAgIKCwm0FEVOSxvyQiyhn2l0TvHgYOb6HExETExcUhMTERSUlJWb5SU1OzPMezZ88wdOhQnD9//pXXmzp1KtatW2eyf+7cuRg8ePDr3AoRUb5if0lElDPsL4koL6wKuwFkfpMnT8bmzZthbW0NC4vMM6WkpCSsWLECo0ePxqNHj9CwYUOTMnq9Hu3bt4ednZ3R/h49emDt2rUAgMjISKxZswbHjh0DAKSlpcHCwgIWFhZQKBSwsbEBABgMBuh0Ommb3h1169ZFVFRUtjMDh4eH48aNG6hZsyZSUlIgl8thaWmZ7XkNBgP0ej2sra3N3WR6h7C/pKKE/SUVZewvqShhf/nmYODwFvr555/x888/Z1umefPmkMvlAABLS0s8f/4cz549Q8mSJbOtN2vWLDx79kzanjx5MsaNG4f69etj7dq1iI6OxsqVK2FjY4OEhASkpaXh8OHDMBgMSElJwb1791CsWLHXv0l6YygUCuzYsQMtW7YEAGzevBkWFhYYMGCAVKZkyZLSHxgdO3ZESEgIrKz+r3uKjY2FQqGAo6OjtE+v1+Obb77B+PHjC+hO6G3E/pKKEvaXVJSxv6SihP3lm4OBw1soMTERa9euxZAhQ1C8ePEsy2Wk01ZWVvjwww+hUCgQGxsLuVxulFwLIaDT6eDo6IgqVarA3t4eAODr64vff/8d/v7+mDZtGtauXYurV6/i22+/BQD8+OOPCA4OxooVK/Lxbqmos7KygkwmQ0pKCiwtLfHgwQNYWlpCr9cjNTVV+lUiI0k+ffq0yTkGDx4Mb29vjB49ukDbTm8/9pdUlLC/pKKM/SUVJewv3yCC3jqRkZECgHjw4EGWZZo1ayY2bNhgtC8xMVFYWloKBwcH4ezsLL0cHR2FtbW1OHjwoFH5VatWia+//lpMmDBBABD+/v5CCCEqVKggVCqVcHFxEY6OjkKlUomyZcuKHTt2mP1eqehr3ry5OHfunOjSpYtwcHAQNjY2wtbWVri4uIgePXoIIYRwd3cXjx49kup06NBBlC5dWtSoUUPUqFFDKJVKo207OzuxcePGQrojepuwv6SihP0lFWXsL6koYX/55uAIh7dQxtChRo0aZfmMXXx8PIYOHQogfeiQwWCAg4MD0tLSsj23+P9ptEKhwJgxYwAAXbp0QadOnTBo0CAAQFBQEOzt7Y2ekUpNTYUQ4rXvjd48BoMBQghs374dcrkc8+bNg5WVFaZPn47U1FTodDqTOgqFArNnz8bw4cMBmCbQrVu35vOaZBbsL6koYX9JRRn7SypK2F++ORg4vMUePnwIpVKZ6bHmzZtL/yNu2bIFY8aMgY2NDSwsLJCcnAwLCwvY2NhAo9HAYDBIE/totVoIIZCUlAQA+PXXX3H69Gn8888/0rmdnJxMrseJV95d//77Ly5duoSOHTtCoVBAJpMBSB8yqdPpMH36dJM6FhYWmDp1KubOnQsg/Rm7gwcPYsGCBQDSJ5MaN25cwd0EvfXYX1JRwP6S3gTsL6koYH/5BimcgRWUn+Li4gQAERcXl2WZiIgIoVarMz3WoUMHMXv2bCGEEDNnzhQDBgzItNyff/4p7O3tRdOmTcXnn38u2rVrJ54+fSo+/vhjUbx4caFSqaSXhYWFuHPnzmvfG715ypYtm+3wSyFMh7x16dJF+Pn5Sdu9e/c2GuLWqlUrDqEks2B/SUUJ+0sqythfUlHC/vLNkfl4KHrrlSlTBs7Ozib7DQYDrl+/jtq1a7/yHE5OTmjRogWaN2+ORo0aYebMmShZsiRsbGywZMkShIaGSi83N7dsl62ht9O///6Lp0+fokyZMpg2bRqcnZ3h6ekJT09PODs7Y8aMGZnWs7KywqRJk6BUKqFUKrFnzx58/vnn0vb169dhMBgK+G7oXcX+kgoC+0t6G7C/pILA/vLNwkcq3mHz5s1DSEgIfvnlF2nf9u3bYTAY0L59+0zr3L17Fw4ODihbtiwaN26MP/74AwaDAeHh4QgJCUFUVFSW18sY6kTvjhs3bqBMmTKwtbWVnsvMGLY2derULIdC7tmzB97e3vj666/Ro0cPlChRArdu3UKpUqUKsvlEEvaXlN/YX9Lbgv0l5Tf2l28WjnB4C2Ukvfv27UN4eDgiIiJMXv/88w+2b98OrVYLIH2yHn9/f4wYMQI//fQTHBwcAKR34vHx8QDSJ//x9fWV/rCYOnUqVCoVbG1t0bRpUyxYsAD//vsvhBD46quvpKTR09MTMTExhfBOUGE7ePAgGjduDABISUnB6tWrpc/E6tWrM53QB0h/xm7z5s349ttv0bVrV9SoUYN/GFC+YH9JRQX7Syrq2F9SUcH+8g1TmM9zUP6ZOHGicHd3N1p+6L+vOnXqiHv37onAwEBRrVo14eLiInbu3Gl0noMHDwo7Ozshk8mETCYTTk5O4sCBA0IIIa5duyaOHTsmXrx4YVTn448/NlkSyd3dXdy7dy9f75mKFrVaLdzd3aXlrDITFRUl7t69KxwcHER4eLjJ8a1btwpra2tRunRpsWDBAn6GKF+wv6TCxv6S3hTsL6mwsb9888iE4Foy7zq9Xo+NGzeia9eucHV1fe3zPX/+HLa2ttLMw/RuCgkJwaeffopjx47B3t4+0zKNGzfGnTt30LJlS/z222+Ijo7GkSNHcPv2bRw6dAj29vZYuXIlrK2tsWrVKhw4cAAGgwH16tVD2bJlUa9ePWn5LKKCwP6S8gP7S3obsb+k/MD+8s3DwIGI8o3BYMhyrW4ASEtLg5XV/00lk5SUhGHDhqFWrVr44IMP0LBhQ6PyQgjcu3cPQUFBePDgAZo1a4Z27drlW/uJiAoK+0siopxhf/lmYeBARERERERERGbHSSOJiIiIiIiIyOwYOBARERERERGR2TFwICIiIiIiIiKzY+BARERERERERGbHwIHeaKGhoZDJZIXahoiICLRs2RIKhQIeHh4IDw8v1PYQEWWG/SURUc6xzyQyDwYO9E5p3bo1/P39zXpOX19fODs74/Hjxzh48CCUSqVZz09EVBjYXxL9v/buNCSqroED+H9KrSZpwWmynDK1oGgKSjSjYJSorIcSoz3KFiOjD1ERbcTYQgWVBRFthtMKgdBCaR8ilXbD6lObLabS2Ma0MZg2/t8P4X2eebOc532mlPf5/0C4955z7j33IP8Lh3vuiAROmSnStJDmq4jIz7x79w7x8fHo3r07unfv3tLdERFptZSXIiKBU2bK/wO94SAtpri4GH369PE7ZjKZ4HK5kJiYiLS0NHTu3Bmpqalwu91GnfPnz6Nv376wWCw4evSoX/tr165hyJAhMJvNSExMxP379wEAWVlZMJlMKCkpwbx582AymZCVlWW0u337NoYNG4bOnTtj0qRJ+PDhQ7P937ZtG0wmE44cOYINGzbAZDIhNTXVKG+c6c7JyUF0dDQKCgqMsosXL2LQoEHo0qULMjMz8eXLFwAASTidTlitVgwYMAALFy5EcnIyACA7Oxtz58794fgdPXoU/fr1g8Viwdq1a0ESADB37lysX78eS5YsQXh4OOx2Ox49emS02717N3r37o2IiAgsXrwY9fX1AIBRo0Zh+/btRr3c3FwkJSU1Oy4iEnzKS+WliAROmanMlFaEIi2kqKiI0dHRfscAMC8vjwC4detWPnv2jBMnTuTEiRNJkjU1NTSbzTx48CDLy8uZkJDAxn9jn8/HyMhIbty4kW63mytWrOC4ceNIkl6vlx6PhyNGjODevXvp8Xjo9XpJkh6PhxEREXQ6nayoqOCoUaO4YMGCZvtfW1tLj8fDGTNmcNWqVfR4PPz8+bNR7nA4mJSUxNTUVBYWFvLt27ckyfLycoaFhfHQoUN8/PgxBw0axE2bNpEk8/PzGRERwStXrvD69eu0WCx0OBwkSafTyYyMjCbHr6SkhKGhoTx37hzv3bvHnj178tixYyTJjIwMduvWjatXr+bz58+ZkpLC2bNnkyRPnjxJq9XKkpISPnjwgP379+euXbtIkvv372dSUpJxvfHjxzMnJ6fZcRGR4FNeKi9FJHDKTGWmtB6acJAW87OHgc1mY0NDA0nyzp07bNu2Levr6+lyuThw4ECj/oULF/weBm63m7W1tSwtLeWCBQsYGxvrd36Hw8G8vDy/Y8ePH2dkZKRxvcLCQnbr1i3g+8jIyKDT6fzuuMPhoN1u55cvX/yOb968mYmJicb+vn37mJCQQJKcPXs2ly5dapStWbMmoIdBZmYmp06dapStWrWKU6ZMMfo3dOhQo+zAgQNMTk4mSY4ePZpbtmwxysrKynjr1i2S5Js3bxgaGsrq6mp+/PiRHTp0YFVVVYCjIiLBpLz8RnkpIoFQZn6jzJTWQN9wkFbD6/Ua2zabzfgycFRUFHw+H969ewe3243evXsb9eLi4oztNm3aYNeuXTh8+DBiY2PRq1cv+Hy+Zq9bXV2NN2/eoGvXrgCAhoYGfPr0CbW1tWjfvv0/uqesrCyEhYV9d727d+8aH/75+vUrwsPDAQCvX7+G3W436kZHR+P69etNnvuv41VdXY2ioiLjnHV1dRg8eLBR7nA4jO2wsDDjVbiqqirExsYaZUOHDjW2LRYLkpOTcfr0aVitVsTHx8Nms/2d2xeRX0R5qbwUkcApM5WZ0nI04SAtxmQyoaGhwdgvKysztisrK0ESJpMJVVVVCAkJgcVigdVqxcuXL/3qNSouLkZubi4ePHgAq9WKgoICv3MC3x4YjUHYyGazIT4+HqdOnQLwbY3bhw8fEBoa+o/vsWPHjt8ds9lsmDBhAnbu3AkA8Pl8RrBHRkb6/eTRs2fPjO2fjZfNZsOiRYuwbNkyAEB9fb1f3U6dOjXZv169eqGiosLYP3HiBIqKipCbmwsAmDZtGo4fP44ePXpg2rRpAd+3iASX8lJ5KSKBU2YqM6X10EcjpcVERUXB7XbjxYsX8Hq9cDqdRtnLly+xdetWPH/+HBs2bEBaWhratm2LMWPG4OHDhzhy5AiePn2K7Oxso82nT58AAO/fv8e1a9ewfPny74I/Li4Oly9fhtvtxqVLl+Dz+fDHH3+gsrISpaWl6NChA/Lz85Gamvpd22CZPn06rly5gvLycrRr1w579uzBvHnzAADp6ek4efIkrl69ihs3buDw4cN+41VWVob6+no8efIEBw4cMMrmzJmDs2fPoqamBiEhIVi3bh3WrVvXbF/mz5+P3bt34+rVq3j48CG2b9/uN6Ofnp6OmzdvoqCgAJMnTw7iKIjI36G8VF6KSOCUmcpMaUV+9xoOkb9asWIFo6KiOGTIEJ45c8ZYX5eUlMS0tDSazWaOHTuWbrfbaJOfn8+YmBhGRkZy5cqVxvq6uro6zpw5kx07dqTdbueOHTsYEhLCmpoao21FRQWHDx/O0NBQxsXFsa6ujiRZWlrKxMREms1mJiQkGGvMAvGz9XX/vZavUWFhIe12O81mM1NSUvj48WOjLDs7mxaLhTExMVyyZImxvu7z588cPXo0Y2JiOHLkSO7fv99vfaLL5WLfvn0ZHh7OtLQ0vnr1qsn+5eXlGeckyZycHNpsNlosFi5dutQYk0bjxo1jSkpKwOMhIr+G8lJ5KSKBU2YqM6V1MJG/aIpN5H/kcrngcrlQXFzc0l1pcS05Fu/fv4fX60VmZibS09OxcOHC394HEfk55eWflJci0hxl5p+UmfK7aEmFyA9UVlaiS5cuTf5Nnz69pbv3yz169Ah9+vSB1+vFrFmzWro7ItKKKS+VlyISOGWmMvPfRG84iPzA169fUV1d3WSZ2WyG1Wr9zT0SEWmdlJciIoFTZsq/iSYcRERERERERCTotKRCRERERERERIJOEw4iIiIiIiIiEnSacBARERERERGRoNOEg4iIiIiIiIgEnSYcRERERERERCToNOEgIiIiIiIiIkGnCQcRERERERERCTpNOIiIiIiIiIhI0P0H+Gxhki8ykp8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1054.74x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8. 多因素综合分析\n",
    "# 创建一个多因素分析图\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.catplot(x='update_frequency', y='rating', hue='rating_level', \n",
    "            col='episode_category', data=df, kind='box', height=4, aspect=0.8)\n",
    "plt.suptitle('不同类型动漫的评分与更新频率关系', y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "decd38d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "评分与播出时长的Pearson相关性检验: 相关系数=0.0166, p值=0.9292\n",
      "不同更新频率评分的ANOVA检验: F统计量=7.5939, p值=0.0100\n"
     ]
    }
   ],
   "source": [
    "# 9. 统计显著性检验\n",
    "# 评分与播出时长的相关性检验\n",
    "corr_test = stats.pearsonr(df['rating'], df['duration_minutes'])\n",
    "print(f\"\\n评分与播出时长的Pearson相关性检验: 相关系数={corr_test[0]:.4f}, p值={corr_test[1]:.4f}\")\n",
    "\n",
    "# 不同更新频率的评分ANOVA检验\n",
    "groups = [df[df['update_frequency'] == freq]['rating'].values for freq in df['update_frequency'].unique()]\n",
    "anova_result = stats.f_oneway(*groups)\n",
    "print(f\"不同更新频率评分的ANOVA检验: F统计量={anova_result.statistic:.4f}, p值={anova_result.pvalue:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57c912fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 10. 评分影响因素的热力图\n",
    "# 选择数值型变量计算相关性矩阵\n",
    "numeric_cols = ['rating', 'duration_minutes', 'episodes_count', 'current_episodes', 'update_freq_code']\n",
    "correlation_matrix = df[numeric_cols].corr()\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=0.5)\n",
    "plt.title('动漫各指标间相关性热力图')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "61151756",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vhIQEffTRRzIMQ++8844++eQTjR8/XlVVVbIsS71799a9994rZ+vSBHIcRxdffLHS09PVo0cPvfvuu6FZXwcccIBGjBix06+6ujpNnz5dI0aM0KBBgzRw4ECNGDFCw4YN03777afXXnstFPdNN92kyspK3XDDDaqtrVV1dbVqamq0evVqLV68WG+++aYSEhKUnJysOXPm6Mgjj2zU9//7v/9T586d1blzZw0ePFiSlJiYqEMOOUTx8fG65557VFFRIalxUapXr17q3r27Pv30Ux133HEaPHiwiouLZVlWaCHvjRs3qrq6WnvttZekrUWpHXf5S0lJCe3OV11drU8++UTHH3+8PvnkE73wwgs6/vjjtXjx4lBRqqCgIDSzzrbtUCz9+vULvY8k7bPPPjrqqKN01113NXv+P/vsM5WXl6ugoCBU5Fm4cKEKCgr03HPPKRAIKDc3VwUFBSooKFBhYaEqKir03XffSVKb/E4Eg0FdddVVevDBB3XxxRcrKSlJdXV1qqurU3V1tSTpv//9b6jtxhtvbDBrDQAA7B5mSgEAECOCwaCuu+46PfbYYzrvvPP09NNPN/k/1vHx8Xrrrbd0xBFH6NRTT9XPP/+sPn36NHhO/S1a2+80l5CQsNMZSM1ZsGCBfD5faObUnXfeqR9//FH/7//9P0lbCx91dXWh2T5dunRRly5dJG29Ba6wsFAbN27Ufvvt1+C469evV1paWqP3q6qqUlVVlQzDUFxc3E53D5S2zlhat26dPvnkE9XV1UlSKMZJkyZp1qxZ2m+//ZSVlaVVq1bpu+++U01NjUzT1H333aebbrpJEydOVGFhob7++ms9+uijjd7j7LPPDrVv3LixwS2Rl156qe644w794x//0LXXXqvq6uoGRSlpa6HqxRdf1DPPPCNJuvjii5WZmRn6fsGCBYqLi1NGRoYkqby8vMFMKWnrzKNx48bpL3/5i+677z5t2rRJ0tbfgaZ+Nj179pSk0MymHTm/7tB39dVX65RTTtF///tfHXbYYTt9bnNOOukkxcfHa9asWZo6dWqTz9vT34lzzjlHb731ll588UV17txZb7zxRqNZbR6PJ9RmGMZOd5UEAAC7htEUAIAY4fV61b9/f/3jH//QRRdd1OLzu3TponfffVdfffVVo4KUtK0gUVZWFloLqv52q9b64osvtHjxYl111VWhtvpb+3r16tWqY7z99tvy+XyNih7r16/XQQcdtNPXnHPOOXr77bdbdfz6W9SmT5+um2++WdLW2UVnnnmmRo0apeHDh2vgwIHq16+fbrrpJh111FG68sor9eSTT+qBBx5Qfn6+Ro4cudM1uOLi4kLFtvoZOfW6dOmiM888Uy+//LKuvfZaVVZWNioovfDCC0pNTdWJJ54oSbrjjjs0btw4TZo0Sfvss4++//57HXjggaHb+XY2U+rtt9/WmjVrdOKJJ6pXr1566KGHNHPmTAUCgQbvV1xcrKysLP3www+h4lz9TKlNmzZp1apVWr9+fYP2CRMmaNasWRo5cmSrftY7io+P15QpU3TjjTfq5JNP1ogRI1r1ul39nXjggQd08cUXa/z48Xr33Xd3K1YAALDrKEoBABBDJk2atEvP32uvvXT22Wfv9LH6W7gOPPDABu31s2hasnDhQs2YMUNnnXXWLsW0vfLyct19990644wzQjNl6q1fv17p6ek7fd1TTz2lp556SuvWrdPf/vY33X///Y1mvlxxxRXasGGDXn31VdXU1DS4zfGWW26RtLXI8/XXX+vxxx/X2WefraefflrPPvusvF6vHnvsMY0fP16S9MYbb+xW/6ZMmaLu3buH+rp9H3NzczV58mRNnDhRf//735WXl6ecnBzZtq2pU6fq1Vdf1b/+9S9dccUVDX5e2xeagsGgbr31Vv3xj38MFQFnzJih3r176+GHH9a3336rvfbaS6+//rrOO+88Pfvssw0WqK8vTNavSbb9caWtt4L++c9/3q2+O46jl156SZdffrleffVVTZgwQXPmzNHAgQObfd3u/E7069dP/fr1k7StoNac1jwHAAC0jKIUAABo8jas5qSnpys/P79R+852Pdue4zjatGmT5syZowsuuECPPfbYLr+3tHU3tJNOOknFxcW67777GjyWn5+voqKiJotSqampkrbulPfmm2+qa9eumjFjRoPn+P1+eb3e0HO3j/+aa67Rl19+qcWLFystLU3HHHOM7rnnHvXt21cnnXSSpK1rKqWkpKioqKjRotn1ysvLQ4uq1982t7362+7q+7t9kWXOnDnKz8/XO++8o1WrVmno0KEaP368DjzwQD399NOaOXOmNm3apN/97neh15SVlYXWj5K2FqCWL1+uDz/8sMH7Xn/99VqzZo0OPfRQ/e53v9ODDz6oF198UaNHj27wvPrfm6+++kqHHXaYli9frmHDhu3W79P2Vq9erQsvvFCfffaZEhMT9e9//1tjxozR6NGj9eSTTzZZyNyT34l69cXWnZk3b57eeustvfrqqzrqqKN2vWMAAKABilIAAEA1NTWh2S2tZZpm6NazpliW1WgG0hdffKFly5bpnHPO0T//+c9GRaz69YiaYtu2/t//+3+aPHmyCgoK9P7774cKDT/99JNeeeUVffnll/J6vTrggAOaPdbAgQP1yCOP6KGHHlJVVZUCgYBWrFih0tJSzZs3r0FRqJ5hGNprr710zjnn6KSTTtLQoUN1//3364477tDXX38t0zT19ddf67zzztPw4cMVCAR00EEHhRYN374fb7zxRqNZVE3Nwlm6dGmDWxp/97vfafTo0dp3330bPC8YDGrMmDGaMGGCHnzwQXXr1k3S1rW0fvrpJ02YMEGStGjRIt1+++06//zzGxVqqqqqNGbMGL300ku65557NGrUKGVmZjaKyTRN7bXXXqG1yQYNGtToNsTtbdmyRSkpKU0+Xl/kPOqoo9SrVy/95z//0QknnCBp6wL9J510UmgdrnvuuUdHHHFE6GfWVr8TOxal6s+H4zhKTU3VvffeqxEjRuz2DDAAALAdBwAAxLwDDzzQueCCC1p83iGHHNKq57366qvOqaee6sTHxzsXX3xxo8dnzJjh1NbW7vS1V111lXP44Yc3eew5c+Y4fr/fOf74452VK1c2eKyystLp2bOn85vf/MZ55513WoyzXjAYDP37zjvvdCQ5KSkpzptvvtnia3/88UenW7duzjvvvOP88MMPzplnnunEx8c7d911l2NZlmNZlvOnP/3JkeSceeaZodedd955DX6Wa9eudSQ5S5cuDbW99tprzp///Gdn4sSJjiTn3//+d4vxfPPNN05ycrJzxhlnOI7jOJZlOUcccYQTFxfn+Hw+Z+7cuY7jOE5VVZVz0kknOatWrXIcx3GKi4uds846yznwwAOd+Ph4Jysry/nnP//pzJ8/37n88sudzp07Oz169HAOO+ww584772wxju3dfPPNTp8+fRxJzt///vcmnzd58mRHknPGGWc4xcXFjR6vqqpy/vKXvzjDhg1z8vPzQ+3h+J3Y/vWSnC+//NJxHKfJ31sAALDrDMdp4eNIAACAXw0ZMkQHHXSQnnvuuWaf99///ldjx47VkCFD9Le//U2HH354q9/jsssu0/z58zV37twmn7NixQoNGDCg1cfcFUVFRSouLla/fv2a3H1uR/U7461du1b33nuvJk2a1Ghm0ZtvvqnExEQde+yxkqTnn39ePp9P5557riSpoqJCzz77rM4555zQOlKffPKJzjnnHI0cOVIXXHCBzjvvvBZjKSsr03333afJkyeH1o/64IMPtGXLFo0ZM6bZ29duvvlm+f1+jR8/XgcffHCD/ldVVWn27NmaM2eOjjnmGB199NGt+tlI0vLly/X222/rkEMOaXYXvvLycj3//PO68sormz2eZVmNdnkM1+9EcXGxunbtqk8++UTjxo1r8+MDABDLKEoBAIA25ziOHMdpcX0pAAAAxC6KUgAAAAAAAGh3fHwJAAAAAACAdkdRCgAAAAAAAO2OohQAAAAAAADandftANqSbdvasGGDOnfu3OrdcgAAAAAAANB2HMdRWVmZ+vTp0+zGN1FVlNqwYUOz2xwDAAAAAACgfaxdu1ZpaWlNPh5VRanOnTtL2trpLl26uBwNdkcwGNT8+fO1//77y+uNql9PoMMgDwF3kYOA+8hDwF3kYMdXWlqq9PT0UJ2mKVF1dutv2evSpQtFqQ4qGAwqMTFRXbp04Y8P4BLyEHAXOQi4jzwE3EUORo+WllZioXMAAAAAAAC0O4pSiDgej8ftEICYRx4C7iIHAfeRh4C7yMHYYDiO47gdRFspLS1VUlKSSkpKuH0PAAAAAADABa2tzzBTChHFcRwVFxcrimqlQIdDHgLuIgcB95GHgLvIwdhBUQoRxbIs5eTkyLIst0MBYhZ5CLiLHATcRx4C7iIHYwdFKQAAAAAAALQ7ilIAAAAAAABodxSlEFEMw1AgEJBhGG6HAsQs8hBwFzkIuI88BNxFDsYOdt8DAAAAAABAm2H3PXRItm1r8+bNsm3b7VCAmEUeAu4iBwH3kYeAu8jB2EFRChHFtm3l5ubyxwdwEXkIuIscBNxHHgLuIgdjB0UpAAAAAAAAtDuKUgAAAAAAAGh3FKUQUQzDUFJSErssAC4iDwF3kYOA+8hDwF3kYOxg9z0AAAAAAAC0GXbfQ4dk27bWrVvHgnaAi8hDwF3kIOA+8hBwFzkYOyhKIaLwxwdwH3kIuIscBNxHHgLuIgdjB0UpAAAAAAAAtDuKUgAAAAAAAGh3XrcDALZnmqZSUlJkmtRLAbeQh0DbKioq0osvvqiamppWvyY5OVlfffXVLr3PwQcfrMMPP3xXwwOwE4yFgLvIwdjB7nsAAABhdO+99+rDDz8M+/vExcXppZdeUvfu3cP+XgAAAM1pbX2GmVKIKLZtKy8vT/3796cqDriEPATazooVK/TRRx/JSuimqsyxrXqNaUgHpHXSvHXlslv50aG3eK209js9++yzuv766/cgYgASYyHgNnIwdnB2EVFs21Z+fj67LAAuIg+BtvPEE0/IcRzVpB8oJ75Lq76MQBdlpHSSEWjd8534LqrrOURWoKvee+995eXlud1toMNjLATcRQ7GDopSAAAAYfD9998rOztbwaQ0WV36hPfNDFM16aPlOLaefPLJ8L4XAABAG6EoBQAA0MaCwaAee/xxSYZq0ka3y3taXfZSsEsfffvtt8rOzm6X9wQAANgTFKUQUUzTVFpaGvcNAy4iD4E99/rrrysvN1e1KYNkJ3TdpdfajrQov67V60mFGIZq0g+UDEMzZ83apd3+ADTEWAi4ixyMHZxhRBT++ADuIw+BPbNx40b985/PyvEFVJM2apdfv9tFKUl2QjfV9txXG9av14svvrjrBwAgibEQcBs5GDs4w4golmVp6dKlsizL7VCAmEUeArvPcRzNmjVLtbU1qk4/SPLG7fIxPIZ05N5x8hi7F0NNnxGy4zrp5ZdfZtFzYDcxFgLuIgdjB0UpRBTHcVRSUiLH2Y2PhwG0CfIQ2H2ff/655s6dq2BSmoLd+u/WMQxD6tXJI2M3i1Ly+FTd91BZlqUHH3yQnYuA3cBYCLiLHIwdrhaliouL9d1336moqMjNMAAAAPZYYWGhHn74Ecn0qrrvIdr9qtKes5LSVNetvxYvXqw33njDtTgAAACa41pR6rXXXlO/fv10ySWXKC0tTa+99pokadGiRRo9erS6du2qG264gcooAACIeLZt695771VpaYmq00fLievsdkiq2ftgOb6AnnzySa1cudLtcAAAABpxpShVUlKiK664Ql9++aV++ukn/f3vf9cNN9ygmpoanXjiiTrggAOUnZ2tJUuW6LnnnnMjRLjENE1lZGSwoB3gIvIQ2HVvvvmmvv/+ewWT0lWXkrVHx7Jsae6GWll7eNed4wuoqv/hCgaDuuuuu9iND9gFjIWAu8jB2OHKGS4tLdVDDz2kYcOGSZJGjhypwsJCffDBByopKdHMmTOVmZmpadOm6ZlnnnEjRLjENE2lpqbyxwdwEXkI7Jrc3Fw98cQTcnwBVfc/bI9v23Mk5RYH1RZzxa2kNNX2HKpVq1bpqaeeaoMjArGBsRBwFzkYO1w5w+np6TrvvPMkSXV1dZo1a5ZOPfVULViwQAcffLASEhIkScOGDdOSJUvcCBEusSxLCxYsYJcFwEXkIdB6NTU1uuuuu1VXV6eqfofJ8QX2+JgeQxqfGb/bu+/tqCZtlOxAV73xxhv69ttv2+agQJRjLATcRQ7GDq+bb75gwQKNHTtWfr9fS5cu1V133aX+/bftVGMYhjwej4qKitS1a9dGr6+pqWkwFb20tFSSFAwGFQwGJW2tsJqmKdu2G+w+U99uWVaDdauaavd4PDIMI3Tc7dslNUqWptq9Xq8cx2nQXt/PHWNsqj2a+2RZliorKxUMBuU4TlT0KRrPE32K7j7V56Ft2/J4PFHRp+1jjJbzRJ/c75NhGJo1a5bWrl0ju/e+Mrqly7C3znTyGA0nTFm/tnt3+Dgw+Osht2/3mlJSnCnDkLxG4+cbkjzbPd9xJMtput30eFU34CglLntP06dP19///nelpaXFzHmiT/Rpd/q04zVpNPQpGs8TfYrePgWDwVAOGoYRFX2KxvPUXJ92jLUprhalhg0bpo8//ljXXXedLrnkEmVmZiouLq7Bc+Lj41VZWbnTotT06dP117/+tVH7/PnzlZiYKElKSUlRZmam8vLylJ+fH3pOWlqa0tLStHz5cpWUlITaMzIylJqaqkWLFqmqqirUnpWVpeTkZM2fP7/BCRw2bJj8fr+ys7MbxDBq1CjV1tZq4cKFoTaPx6PRo0erpKREOTk5ofZAIKDhw4eroKBAubm5ofakpCQNGTJEGzZs0Lp160Lt0dyn1atXq7i4WD/88IMMw4iKPkXjeaJP0d0nx3FUXFys0tJSde/ePSr6FI3niT6536e5c+eqpKREE046VVanVMkwNHdDrXKLgzo2I15JcdsqRLNXV2tTha2TBwbk224K1Psrq1RZ5+iMrIRQW/2jXfyGjs3YNvOqznL0xrIq9Uw0dWTf+FB7SY2tD1ZWq3+yVwf28YfaN5Vbmr2mRkN7+LRvSh8Z+54rT+UWPffcc7r++uu1fv36mDhP9Ik+7U6fCgsLG1yTRkOfovE80afo7dPmzZtDOZienh4VfYrG89RcnyoqKtQahhMB29vl5eUpMzNT06dP16JFi/Tiiy+GHktOTtbPP/+slJSURq/b2Uyp9PR0FRYWqkuXLpJiuzLZEftUW1urefPmaeTIkfJ4PFHRp2g8T/QpuvtkWZZ++OEHjRo1Sj6fLyr6tH2M0XKe6JO7fVq8eLEmTZokxxdQ5ZAT5Pi3FpXqZ0Tt6UypUwYl6PWcSu1ot2ZKGVu/JCluzXfy/rJUY8eO1S233NKq89GRzxN9ok+726cdr0mjoU/ReJ7oU/T2qa6uTj/88INGjhwpn88XFX2KxvPUXJ/qP+AuKSkJ1Wd2xpWi1Jw5c/Tuu+/qgQcekCStX79ee++9t958801NmjRJK1askLS1WDV06FCVl5eHfqjNKS0tVVJSUoudRuRyHEclJSVKSkqSsYcLxQLYPeQh0Lz8/Hz98dJLVVxcosrBx8vq3KtNj29I6plo6pcKu00WO2/AthRY9qG85b/oyiuv1G9/+9u2fgcgKjAWAu4iBzu+1tZnXFnofNCgQXrqqaf01FNPae3atZo8ebKOPfZYTZgwQaWlpXr22WclSdOmTdO4ceNaVZBCdDAMQ8nJyfzhAVxEHgJNq66u1m233abioiJVpx/Y5gUpaeuMqk3hKEhJkulR9YCj5PgS9Pjjjzea7g9gK8ZCwF3kYOxwpSjVu3dvvf7663r44Ye1zz77qLKyUi+88IK8Xq/+8Y9/6KqrrlKPHj309ttv67777nMjRLgkGAzq+++/b/WiaADaHnkI7JxlWbr77ruVk5Oj2h4DVZc6JCzv4zWl0wcHGt3q11YcX4IqB4yVLUO33XabVq5cGZ43AjowxkLAXeRg7HBtofNjjjlGixcvbtR+0kknaeXKlZo3b54OPvhgde/e3YXo4KYd73sF0P7IQ6Cxxx57TP/9738V7NJHNX1/03DRqDa2/WLo4WB3SlVV/yOklZ/rxptu0hOPP77T9TuBWMZYCLiLHIwNrsyUakmvXr00ceJEClIAACAivPbaa3rjjTdkB7qqasBYyYzIS6hdEuzWT9XpB6qwoEA333xzq3fJAQAAaCsd/4oKAAAgjL766is99thjcvyJqhx0rOTxux1Sm6nruY9qU4dq5cqVmjp1KrdJAACAduXK7nvhwu57HZ/jOKqqqlIgEGBRO8Al5CGwzbx583TzzTerzpYqsibITmifWdxd4gyV1rTTJZpjK37F5/IVr9HRRx+tyZMns8kMYh5jIeAucrDji+jd94Dm+P3R8wk00FGRh4C0ePFiTb71VtVZtioHHN1uBSlJqqxrx88MDVPVGUcq2LmXPvvsM82cOVNR9JklsNsYCwF3kYOxgaIUIoplWcrOzmZRO8BF5CEg/fzzz7rhxhtVU1OrysyjZHXp027v7TWlM7ISwrb73k55vKoaOE5WQg+99957W29XpDCFGMZYCLiLHIwdFKUAAAC2s3r1al1//fWqrKhUVf8xspL3djuk9uHxq3LwsbIDXfXaa6/pueeeczsiAAAQ5ShKAQAA/Gr9+vWa9Je/qKSkRFX9fqNg9wy3Q2pf3nhVDjpOdnwXPf/883rllVfcjggAAEQxilIAAACS1q1bp2uv/bMKCwpUnX6QgimD3A7JFY4/QZWDjpfjT9QTTzyhl156ye2QAABAlGL3PUQUx3FkWZY8Hg+7LAAuIQ8Ri9asWaPrrrtOhYWFqk4/SHW99nE1Hq8pBW1XQ5BRU6bEZR/IqCnXH/7wB/3ud79zNyCgHTEWAu4iBzs+dt9Dh1VbW+t2CEDMIw8RS1avXr11hlRhoar3Ptj1gpQkJfjcvwB34jqrYvAEOXGd9cwzz7DGFGIOYyHgLnIwNlCUQkSxLEsLFy5klwXAReQhYkleXp6uvfZaFRVtUXXfQ1XXc6jbIclrShMyA+27+14TnLhOqhg8XnZcFz333HP65z//ya58iAmMhYC7yMHYEQGXOwAAAO1v+fLluvbaP6u4uFjV/X6jutQst0OKSE5cJ1VmjZcd30UvvPCCnnjiCQpTAACgTVCUAgAAMWfBggW69tprVVpaqqr+h6suZbDbIUU0x5+oysETZAeS9e9//1sPPvggn14DAIA9RlEKEcfj8bgdAhDzyENEs2+++UbX33CDqqprVZV5lII9BrodUiN1VuTNRHL8CarImiArsYfee+893XXXXaz3gajGWAi4ixyMDey+BwAAYsZnn32madOmyZKhysyjZSXt5XZIHY9Vp8DPn8pbtlGjRo3SXXfdpUAg4HZUAAAggrD7Hjokx3FUXFzMWhWAi8hDRKu3335bd999tyzDq4pBx0dsQcqQ1CvRlPv77zXB41PVoGNUl7y3srOzdf3116usrMztqIA2xVgIuIscjB0UpRBRLMtSTk4O61QALiIPEW0cx9Gzzz6rWbNmyfbGb91NrlOq22E1yWNKR/aNlyeSr9JMr6oHjFVd9wFavHixrr76am3evNntqIA2w1gIuIscjB2RfLkDAACwR4LBoB588EE9//zzsuO7qCJrouyEbm6HFR0MU9X9D1dtr321atUqXXHFlcrLy3M7KgAA0IFQlAIAAFGpurpat912m9577z1ZiT1UmTVRTjxrTrYpw1BN+oGqTj9QBQX5uuqqq7Vw4UK3owIAAB0ERSlEFMMwFAgEZBgRu5IGEPXIQ0SD4uJiTZo0Sd98842CSWmqHDxejq9jLMbtOFJJja2OtIxGXa99VZVxhCoqK/WXv/xFX331ldshAXuEsRBwFzkYO9h9DwAARJWNGzfqxhtv1Nq1a1XXY6Cq+/5GMvkcrj14SjcoYcVnMmxL1157jU455RS3QwIAAC5g9z10SLZta/PmzbJt2+1QgJhFHqIjy8nJ0eVXXKG1a9eqpvcwVfc7rMMVpAxJGcneyN19rxlWlz6qyJog2xunhx56SE8++SR/S9AhMRYC7iIHY0fHukpD1LNtW7m5ufzxAVxEHqKj+vrrr3XttdequLhY1X0PVW3aKKkDTvv3mNKBffyRvfteM+yE7qoYcqLs+GS9/PLLuvvuu1VbW+t2WMAuYSwE3EUOxo4OerkDAACwzTvvvKNbb52imqClygHjVJea5XZIMc2J66SKIRMV7NxLn3/+ua6//nqVlZW5HRYAAIgwFKUAAECHZdu2nnrqKc2cOVO2N04VgyfISk53OyxIkjdOVYOOU123DC1cuFBXXnmlNm7c6HZUAAAgglCUQkQxDENJSUnssgC4iDxER1FbW6t77rlHL730kuz4JFUMOUF2Yg+3w9pjjiNtKrc61O57TTI9qs44QjW9hmnNmjW6/IorlJOT43ZUQIsYCwF3kYOxg933AABAh1NaWqopU6Zo4cKFCnbupaoBR0veOLfDQjN8m3MUv/obxcX5NXXqVB166KFuhwQAAMKE3ffQIdm2rXXr1rGgHeAi8hCRbuPGjbryqqu0cOFC1XXLUNWg46KqIGUa0r4pPplR9uFwXWqWKgeOU03Q0q23TtHbb7/tdkhAkxgLAXeRg7GDohQiCn98APeRh4hkOTk5uvzyy7V2zRrV9B6m6owjJNPjdlhtKlqLUpJkJaerYvAE2d44zZo1S0888QR/axCRGAsBd5GDsYOiFAAA6BC+/vprXXvttSouKVF130NVmzZKYq2JDsdO7KGKISfKDiTrlVde0V133aWamhq3wwIAAC6gKAUAACLe22+/rVtvnaKaoKXKAeNUl5rldkjYA05cJ1VkTVSwc2998cUXuuGGG1RaWup2WAAAoJ1RlEJEMU1TKSkpMk1+NQG3kIeIJI7j6Omnn9asWbNke+NUMXiCrOR0t8MKK9uRcouCsqNmK5omeONUNehY1XXL0MKFC3XVVVdr06ZNbkcFSGIsBNxGDsYOdt8DAAARqa6uTg888IA+/vhj2fFJqhx0rJy4zm6HhbbmOPKvy1bcpp/UrVs33XfffRo4cKDbUQEAgD3A7nvokGzb1sqVK1nQDnAReYhIUFFRoZtvvlkff/yxrE6pqhgyMWYKUqYhHdjbH5ULne+UYag2fbSq9z5YW7Zs0TXXXKPs7Gy3o0KMYywE3EUOxg6KUogotm0rPz+fPz6Ai8hDuK2wsFDXXnut5s2bp7rkvqocfLzkjXc7rHZjGlJGV2/sFKV+VddzqKoGjFVVTa1uuukmffLJJ26HhBjGWAi4ixyMHRSlAABAxNiwYYOuuvpqrVixQrWpQ1Q94CjJ9LodFtpJsGs/VQw6Xpbh1T333KM33njD7ZAAAEAYUZQCAAARYcWKFbryyqu0ccMG1ew1UjV7HywZXKrEGrtzT1VkTZDjT9Sjjz6qZ555RlG0BCoAANgOV3qIKKZpKi0tjV0WABeRh3DDwoULdc2116qoaIuq+x6q2j4jJCPG7l/7le1Ii/Lron/3vWbYga6qyJooOz5JL774ombOnCnLstwOCzGEsRBwFzkYO9h9DwAAuOrrr7/W1DvuUF1dUFUZRyjYrb/bISFCGHVVCvz8iTwVBRozZoymTJkiv9/vdlgAAKAF7L6HDsmyLC1dupRPQwEXkYdoT59//rmmTJmiOstW5cBjKEhJ8hjSkXvHyRObE8UacHwBVQ4er2CX3vryyy916623qqamxu2wEAMYCwF3kYOxg6IUIorjOCopKWHtCMBF5CHay8cff6y77rpbtulVxaDxspL2cjukiGAYUq9Onli9e7Exj09VA49VXfLe+v7773XzzTerqqrK7agQ5RgLAXeRg7GDohQAAGh377//vqZPny7H41PFoONld0pxOyREMtOj6syxquvaT/Pnz9dNN92kyspKt6MCAAB7iKIUAABoV++8847uv/9+2d44VQweLzuxh9shoSMwTVVnHqm6bhlauHChrr/+BpWXl7sdFQAA2AMUpRBRTNNURkYGuywALiIPEU7/7//9P82cOTO0VpCd0M3tkCKOZUtzN9TKst2OJAIZpqozxqiu+wAtWbJYf/nL9SorK3M7KkQhxkLAXeRg7OAMI6KYpqnU1FT++AAuIg8RLh988IEeeeQROf4EVQyeIDvQ1e2QIpIjKbc4KFbRaIJhqrr/4artMUjLluVo8uTJqq6udjsqRBnGQsBd5GDs4AwjoliWpQULFrDLAuAi8hDh8OWXX+r++x+Q441X5aDj5QSS3A4pYnkMaXxmPLvvNccwVNPvN6rrnqmffvpJt99+u+rq6tyOClGEsRBwFzkYOyhKIaI4jqOqqip2WQBcRB6irWVnZ+vOO++UY3pVOehY2YFkt0OKaIYhJcWZ7L7XEsNQdb/DVZe8t+bOnat77rmH/3lBm2EsBNxFDsYOilIAACBsFi9erFtvvVVB21HlwHEsao629evi58HOvTV79mzNmDGD/4EBAKADoSgFAADCYvXq1brxxptUU1unysyxsjr3cjskRCPTq6qB42Ql9tD777+vf/zjH25HBAAAWomiFCKKx+NRVlaWPB6P26EAMYs8RFsoKyvT5MmTVVFRrqr+h8tKTnc7pA7DsqXZq6vZfW9XeHyqHHSc7Pgk/d///Z8+/fRTtyNCB8dYCLiLHIwdFKUQUQzDUHJysgwW0gBcQx5iTwWDQd1xxx1av369anoPV7B7ptshdSiOpE0VNrvv7SpvnCoHjpO8ft13//3KyclxOyJ0YIyFgLvIwdhBUQoRJRgM6vvvv1cwGHQ7FCBmkYfYU48//rjmzZunuuS+qt1rpNvhdDheUzp9cEBertJ2mROfpMqMo1RXV6fJkyeroKDA7ZDQQTEWAu4iB2MHlzuIOOycA7iPPMTuevfdd/XGG2/ICnRTdcYYsYXc7vF5+LntLitpL1WnH6gtW7bo1lunqKamxu2Q0EExFgLuIgdjA0UpAADQJnJzc/XQQw/J8carauDRksfndkiIUXWpQ1XbY5CWLcvR448/7nY4AACgCRSlAADAHqutrdXdd9+tYDCoqowxcuI6ux0SYplhqKbvIbIC3fTWW2/p+++/dzsiAACwExSlEFE8Ho+GDRvGLguAi8hD7I5nn31Wubm5qk3NkpWU5nY4HVrQlt5fWaUgu+/tGdPz6y2kpu69916Vlpa6HRE6EMZCwF3kYOxwrSj19ttvKyMjQ16vVyNGjNDSpUslSddcc40Mwwh9DRgwwK0Q4RK/3+92CEDMIw+xKxYuXKhXXnlFdnwX1aSNdjucqFBZx957bcFO6KaavUaqsLBQDz/8sNvhoINhLATcRQ7GBleKUitXrtRFF12ke++9V+vXr9egQYN0ySWXSJKys7P13nvvqaioSEVFRZo/f74bIcIllmUpOzubRe0AF5GH2BVVVVWaPn26HEeq6j+GdaTagNeUzshKYPe9NlLba18FO/XUZ599pi+++MLtcNBBMBYC7iIHY4crlztLly7VvffeqzPPPFM9e/bU5Zdfrvnz5ysYDGrx4sUaM2aMkpOTlZycrM6dWZMCAIBI9cYbb2jjxo2q6b2f7E6pbocDNGaYqu5/uGR69fjjj7MbHwAAEcSVotQJJ5ygSy+9NPT9smXLNHDgQP3000+ybVsjRoxQIBDQ8ccfrzVr1rgRIgAAaEFxcbFeeuklOb6AansPdzscoElOfBfV9ByqzZs36+2333Y7HAAA8Cuv2wHU1tZqxowZmjRpkpYsWaLBgwfr0UcfVY8ePXTdddfp0ksv1YcffrjT19bU1DT4tKt+ActgMKhgMChJMk1TpmnKtm3Z9rYVQ+vbLcuS4zgttns8HhmGETru9u2SGk0rbKrd6/XKcZwG7YZhyOPxNIqxqfZo79P2x4qWPkXjeaJP0dun+v/WPyca+rR9jNFyniKhT//3f/+n2tpaWekHyuvzyXYk25FMY+tXvfp2jyEZ27VbtuSo6fYdb1+rX/h7V9oNSZ7t2h1Hspym25uKvT371NS/O3KfWmpvjz7ZffaTt2ilXnrpJR133HFKSkqKqHyKxr8RHb1P2z8WLX2KxvNEn6KzT9tfl0ZLn6LxPDXXpx1jbYrrRampU6cqMTFRl1xyiXw+n84777zQY4899pj69++v0tJSdenSpdFrp0+frr/+9a+N2ufPn6/ExERJUkpKijIzM5WXl6f8/PzQc9LS0pSWlqbly5erpKQk1J6RkaHU1FQtWrRIVVVVofasrCwlJydr/vz5DU7gsGHD5Pf7lZ2d3SCGUaNGqba2VgsXLgy1eTwejR49WiUlJcrJyQm1BwIBDR8+XAUFBcrNzQ21JyUlaciQIdqwYYPWrVsXao/mPq1du1aSQmuJRUOfovE80afY6FN5ebm6du0aVX2KxvPkVp+Sk5O1ePFiTTjxZFmde0mGodyioOZurNWoXn5ldN12ibEov06L8ut0eHqcenXatovO3A21yi0O6tiMeCXFbas8zF5drU0Vtk4eGJDPs63C8P7KKlXWOTojK6FBn17PqVSCz9CEzECorc5y9MayKvVMNHVk3/hQe0mNrQ9WVqt/slcH9tm2gOqmckuz19RoaA+f9k3Zti6WW316a3n09cn985QgY8AZ8lQX66233tIFF1wQMfkUjX8jOnqfioqKJG27Jo2GPkXjeaJP0d+n+fPnR12fpOg7TzvrU0VFhVrDcLYvv7Wzzz//XKeccoq+/fZbDR06tNHj1dXVCgQCysnJ0eDBgxs9vrOZUunp6SosLAwVsWK5MtkR+2RZliorKxUfHy/DMKKiT9F4nuhTdPfJcRxVV1crMTFRpmlGRZ+2jzFazpPbfZo5c6Y++OAD1WQeoWC3/pJidwZOOPqU4DNUWuNEVZ8i4jzZQXVa/Ja8Vq3+/e9X1Llz54jIp2j8G9HR+7TjNWk09CkazxN9it4+WZal6upqxcfHy+PxREWfovE8Nden0tJSde/eXSUlJTudZBR6H7eKUnl5eTr44IP14IMP6ne/+50k6YYbbtD++++vc889V5L0xRdfaNy4cSorK1NCQkJzh5O0tSiVlJTUYqcRuYLBoLKzszVq1Ch5va5P5ANiEnmIllRWVuq0005TpeNTxX5nNKxUYI/V7773ek5lqJCDtuP7ZbHi13yna665Rqeddprb4SBCMRYC7iIHO77W1mdcObtVVVU64YQTdPLJJ+vUU09VeXm5pK1Tz6ZMmaKePXvKsixdffXV+v3vf9+qghQAAGgfX331laqrq1W311AKUuhwgt0ypLXf68MPP6QoBQCAy1wpSn388cdasmSJlixZoqeffjrUnpeXp7POOkunn366PB6Pzj//fE2bNs2NEAEAQBM++ugjSVJd90yXIwF2neMLqC5p65oXeXl56t+/v9shAQAQs8yWn9L2Tj755NC6Jdt/9evXT9OnT1dxcbEKCwv18MMPhxYsR+yov/8VgHvIQzTll19+0fz58xXs3EtOXGe3w4ladZZrS37GhGCPAZK2FViBnWEsBNxFDsYGV4pSQFO8Xq9Gjx7NfcOAi8hDNOd///vf1m1+uw9wO5SoFbSlN5ZVsZ5UGAWT0uV44/Tll1+6HQoiFGMh4C5yMHZQlEJEcRxHxcXFcmn9fQAiD9G8ZcuWSZKCnXu6HEn0MiT1SjTFal1hZHpkJfTQhg0bVFZW5nY0iECMhYC7yMHYQVEKEcWyLOXk5DTauhJA+yEP0Zyff/5Z8vjkxLHLbbh4TOnIvvHycJUWVlZid0nSihUrXI4EkYixEHAXORg7uNwBAACtUlNTo1WrVikY6Maue+jw7ASKUgAAuI2iFAAAaJW8vDzZth36n3mgI7N+/T2uvyUVAAC0P4pSiCiGYSgQCMjgE3jANeQhmpKfny9Jstl1L6wcRyqpscUyGuFVv3tkYWGhy5EgEjEWAu4iB2MHS9kjong8Hg0fPtztMBCBrr32Wm3evNntMIA2lZqaqocfftjtMFrNtn/dDo4LxLB47qrxDb4/69f/Xvi3D9o/mFhgGJKMbb/XHQTjIaJNRxsLyUFEG7dzkJlSiCi2bWvz5s0d7gIRiDYsKomd2VaU4vIh3OK8FP7ahWHw9w5N4ncDcBc5GBuYKYWIYtu2cnNz1a1bN5km/9ODbTrSJ2gdXTAYVHZ2tkaNGiWvl2EC2zBTKrzqZ0R5TemMrAS9nlOpIJ/RhJdhdLjtxhkP2wdjIZpCDrYPcjB28H/9AACgVTra/7wDzXIcdcTb9wAAiCYUpQAAQKukpKRIkoyaMpcjAfacEayW7GDo9xoAALQ/ilKIKIZhKCkpiV0WABeRh2hKv379JElmVbGrcUQ7x5E2lVvsvhdmZlWRJKl///4uR4JIxFgIuIscjB3cnImI4vF4NGTIELfDAGIaeYimJCUlqVu37iqoKHI7lKhmOdLsNTVuhxH1zEqKUmgaYyHgLnIwdjBTChHFtm2tW7eO9R0AF5GHaE7//v1k1pRJVp3boUQt05D2TfHJ5MPhsDKrKUqhaYyFgLvIwdhBUQoRhT8+gPvIQzRnwIABkiRP+WaXI4leFKXagePIW7ZZ/rg47bXXXm5HgwjEWAi4ixyMHRSlAABAqx1++OGSJO+WXJcjAXafWbVFZnWxfnPooWw1DgCAiyhKAQCAVttnn33Us2dP+YtWS7bldjjAbvEWbi2qHn300S5HAgBAbKMohYhimqZSUlJkmvxqAm4hD9EcwzA0duxYyaqVt2Sd2+FEJduRcouCstl9LzwcR74teUrs1EkHHnig29EgQjEWAu4iB2MHZxgRxTRNZWZm8scHcBF5iJaMGzdOkuQtXOlyJNHJdqS5G2spSoWJp/wXmbXlOmLMGPn9frfDQYRiLATcRQ7GDs4wIopt21q5ciUL2gEuIg/RkoyMDA0aNEi+otUyq4rdDifqmIZ0YG8/C52HiX/jAknS+PHjXY4EkYyxEHAXORg7KEohoti2rfz8fP74AC4iD9ESwzB00UUXSXLkXz/f7XCijmlIGV29FKXCwFO2Sd6S9Ro1apT2228/t8NBBGMsBNxFDsYOilIAAGCXHXzwwRo6dKh8RXkyKwvdDgdomePIv/4HSdIf/vAHl4MBAAASRSkAALAbDMMI/Y89s6XQEXjKNspbtkm/+c1vNGTIELfDAQAAoiiFCGOaptLS0ljQDnAReYjWGjlypEaMGCFf8Rp5Sje4HU7UsB1pUX4dC523JdtW3Nq5kvTrradA8xgLAXeRg7GDM4yIwh8fwH3kIVrLMAxdeeWV8ng8Cqz6r2TVuR1SVKAo1fb8GxfIU7lFJ5xwggYMGOB2OOgAGAsBd5GDsYMzjIhiWZaWLl0qy7LcDgWIWeQhdsXAgQN1/vnny6gpV9za790OJyp4DOnIvePkYaHzNmFWFipu4wKlpqbq8ssvdzscdBCMhYC7yMHYQVEKEcVxHJWUlMhx+HgYcAt5iF11/vnnKzMzU/78HHlK1rsdTodnGFKvTh4ZFKX2nG0pPu8rybF14403KjEx0e2I0EEwFgLuIgdjB0UpAACwR3w+n26++eZfb+P7n2TVuh0SIGnbbXsnnniiRo0a5XY4AABgBxSlAADAHhs4cKB+//vfy6gtV3zulxKfbMJlnpJ1ituwQKk9e3LbHgAAEYqiFCKKaZrKyMhgQTvAReQhdtf555+vUaNGyVe8Rv4NP7odTodl2dLcDbWybLcj6biM6lIl5M6Wz+/TXXfeqYSEBLdDQgfDWAi4ixyMHZxhRBTTNJWamsofH8BF5CF2l8fj0e23367evXsrbsN8eYrWuB1Sh+RIyi0Oirlmu8mqU8KKz6RgrW64/noNHjzY7YjQATEWAu4iB2MHZxgRxbIsLViwgF0WABeRh9gTXbp00T333KO4+Hgl5M2RWVXsdkgdjseQxmfGs/ve7nAcxed9JbOqSL/97W917LHHuh0ROijGQsBd5GDsoCiFiOI4jqqqqthlAXAReYg9lZGRocm33CJZdQqs+FRGXbXbIXUohiElxZnsvrcb/Bt+lK9olfbff39ddtllboeDDoyxEHAXORg7KEoBAIA2d8QRR+iCCy6QWV2qwM8fS1ad2yEhyvk2L1Xchvnq3aePpk6dKq/X63ZIAACgBRSlAABAWFx44YU64YQT5KkoUGDFZ5LNFHyEh3dLruJXf6OuXbtpxoMPKjk52e2QAABAK1CUQkTxeDzKysqSx+NxOxQgZpGHaCuGYei6667TmDFj5C3doPjcOZLDlnItsWxp9upqdt9rJU/JegVyv1RCYqIefPAB9enTx+2QEAUYCwF3kYOxg6IUIophGEpOTpbBQhqAa8hDtCWPx6Nbb71V+++/v3xFqxS3+luJ9SGa5UjaVGGz+14rmOX5Slj5mXw+r+6dPl2ZmZluh4QowVgIuIscjB0UpRBRgsGgvv/+ewWDQbdDAWIWeYi2FhcXp7vvvlsDBw6UPz9HcWvnUphqhteUTh8ckJertGaZFQVK/PljmY6tv95xh4YNG+Z2SIgijIWAu8jB2MHlDiIO234C7iMP0dYSExN1//33q1///vL/spjCVAt8Hj4Zbo5ZUaDE5R/JsOo0efJkHXrooW6HhCjEWAi4ixyMDRSlAABAu+jatasemjVru8LUdxSmsMu2FqQ+lGHV6dZbJ2vcuHFuhwQAAHYTRSkAANBukpOT9dCsWerfP0P+X5Yobg2FKbSeWZ7/a0EqqClTbqUgBQBAB2c4TvRcCZaWliopKUklJSXq0qWL2+FgNziOo6qqKgUCARa1A1xCHqI9FBcXa9KkScrNzVVt6hDV7H2wxO9bSJc4Q6U1UXOJ1ibM8s1KXP6xTCeoKVOmaOzYsW6HhCjGWAi4ixzs+Fpbn2GmFCKO3+93OwQg5pGHCLfk5GTNnDlTmZmZ8m9eqvi8ryTHdjusiFFZR0Fqe57SDUpc/qFMJ6jbbruNghTaBWMh4C5yMDZQlEJEsSxL2dnZLGoHuIg8RHtJTk7WQw89pKFD95GvcIXiV3wu2fzeeU3pjKwEdt/7lbdotRKWfyyfaeiuu+7SUUcd5XZIiAGMhYC7yMHYweUOAABwTefOnTVjxoMaNWqUfMVrFPj5E8mqczssRAhvwQoFVn6u+Lg43X///frNb37jdkgAAKANUZQCAACuCgQCmjZtmsaMGSNv6QYlLPtQCta4HRZc5vtliQJ5X6pzp0566KFZ2n///d0OCQAAtDGKUgAAwHV+v1+33367xo8fL09FvhJz3pdRW+F2WHCD48i//gfFr/lW3bt31yOPPKKsrCy3owIAAGHA7nuIKI7jyLIseTwedlkAXEIewk22beuJJ57Qq6++KsefqMpBx8kOJLsdVrvzmlIwFtd9d2zFrf5G/vxl6tOnj2bMmKHevXu7HRViEGMh4C5ysONj9z10WLW1tW6HAMQ88hBuMU1TV1xxhf70pz/JqK1QYs57Mss3ux1Wu0vwxeAFuB1U/IrP5c9fpkGDBunvf/87BSm4irEQcBc5GBsoSiGiWJalhQsXsssC4CLyEJHg7LPP1uTJk+Vxgkpc9qE8xWvcDqndeE1pQmYgtnbfC9YosOwj+YrXaNSoUXrooYfUtWtXt6NCDGMsBNxFDsaOWLrcAQAAHcixxx6r6dOnK87vVcKKz+TNX+52SAiD+hlx3vJfdMwxx2j69OlKSEhwOywAANAOKEoBAICIdeCBB+rhhx5SUpcuCqz6r/wbfpSiZznMmGdWFilx6bsyq4p11lln6ZZbbpHP53M7LAAA0E4oSiHieDwet0MAYh55iEiSlZUVWl8obv0Pilv9P8mJ7lXA66zoL7x5SjcqMec9GbUVuvLKK3X55ZfLNLk0ReRgLATcRQ7GBnbfAwAAHcKWLVt0yy23aNmyZQompasq80jJw6yajsi7JVeB3C/l9ZiaPHmyxo4d63ZIAACgDbH7Hjokx3FUXFysKKqVAh0OeYhI1a1bN82aNUsHHXSQvCVrlbDsQxl1VW6H1eYMSb0STUXr/nu+TYsUWDlbCQkBPfDAAxSkEJEYCwF3kYOxg6IUIoplWcrJyWGXBcBF5CEiWUJCgu655x5NmDBBnop8JeS8J6O61O2w2pTHlI7sGy9PtF2lOY7i1nyn+LVz1b1HD/3t0Ue1//77ux0VsFOMhYC7yMHY4drlzttvv62MjAx5vV6NGDFCS5culSQtWrRIo0ePVteuXXXDDTdQGQUAAA14vV7dcMMNuuCCC2RWlyox5z2ZFQVuh4Xm2Jbic+fI/8ti9evXT48/9pgyMjLcjgoAALjMlaLUypUrddFFF+nee+/V+vXrNWjQIF1yySWqqanRiSeeqAMOOEDZ2dlasmSJnnvuOTdCBAAAEcwwDF100UWaNGmSzGCNEpd9IE/JerfDws5YtQos/1i+LbkaNmyYHn30UaWmprodFQAAiACuFKWWLl2qe++9V2eeeaZ69uypyy+/XPPnz9cHH3ygkpISzZw5U5mZmZo2bZqeeeYZN0KESwzDUCAQkGFE60oaQOQjD9GRnHTSSbrrrjvl8xhK+PkTeQtWuB3SHnMcqaTGVjRMFjdqK5WQ8768ZRs1ZswYPfDAA+rcubPbYQEtYiwE3EUOxo6I2H3viSee0OOPP67TTjtN3333nd5//31JWxc36969u7Zs2dKq47D7HgAAsWnRokW65ZZbVFZWpuq00arrta/EhayrjKoSJf78kYyacp166qm66qqr2N4bAIAY0dr6jLcdY9qp2tpazZgxQ5MmTdKKFSvUv3//0GOGYcjj8aioqEhdu3Zt9NqamhrV1NSEvi8t3brQaTAYVDAYlCSZpinTNGXbtmzbDj23vt2yrAbrVjXV7vF4ZBhG6Ljbt0tqtABbU+1er1eO4zRor+/njjE21R7NfQoGg8rPz1f37t1DbR29T9F4nuhTdPfJtm0VFhYqNTVVHo8nKvq0fYzRcp7oU8P2ffbZR4888ogmT56s/E3zVWtXq6LPqK2xbjcv3HEky9m6w93O2k1j61c929n61VS7x2hY+7JsyVHT7d4d5qgHf/0xbd9uSErv4lVecbDRYudBu+nYI6lPZnm+kvK+kKxqXfTHP+rMM8+UaZqNfsekjv+7t7N2+tTx+7TjNWk09CkazxN9it4+BYNBFRYWqnv37vJ6vVHRp2g8T831acdYm+J6UWrq1KlKTEzUJZdcoilTpiguLq7B4/Hx8aqsrNxpUWr69On661//2qh9/vz5SkxMlCSlpKQoMzNTeXl5ys/PDz0nLS1NaWlpWr58uUpKSkLtGRkZSk1N1aJFi1RVtW2b6aysLCUnJ2v+/PkNTuCwYcPk9/uVnZ3dIIZRo0aptrZWCxcuDLV5PB6NHj1aJSUlysnJCbUHAgENHz5cBQUFys3NDbUnJSVpyJAh2rBhg9atWxdqj/Y+rVixQsnJyTIMI2r6FI3niT5Fb5/qt+A98MAD1b1796joUzSeJ/rUuE+//PKLLr/8ci1dulSlpaV669svlbzvkTqyXyD03JIaWx+srFb/ZK8O7OMPtW8qtzR7TY2G9vBp3xRfqD23KKi5G2s1qpdfGV23XTYtyq/Tovw6HZ4ep16dts3+mbuhVrnFQR2bEa+kuG3Vmtmrq7WpwtbJAwPyebZVdt5fWaXKOkdnZCWE2uofLa62dGzGttjrLEdvLKtSz0RTR/aNj9g+fTQ/T8r9TBOPP04DBgxQSkqK5s2bF9W/e/Qp+vqUn5+vH3/8MXRNGg19isbzRJ+it0+bN29WcXGxkpOTlZ6eHhV9isbz1FyfKioq1Bqu3r73+eef65RTTtG3336roUOH6r777tOiRYv04osvhp6TnJysn3/+WSkpKY1ev7OZUunp6SosLAxND4vlymRH7FNtba3mzZunkSNHyuPxREWfovE80afo7pNlWfrhhx80atQo+Xy+qOjT9jFGy3miT023l5eX67bbbtNPP/0kKzldtQOOkjxbiy+ROKtIO7R7TemUQQl6PadSO4r0mVLeolXy/TxbPp9Xd0ydqoMOOij0WCz87tGn6OnTjtek0dCnaDxP9Cl6+1RXV6cffvhBI0eOlM/ni4o+ReN5aq5PpaWl6t69e4u377lWlMrLy9PBBx+sBx98UL/73e8kbS1SXXrppVqxYkXoOUOHDlV5eXnoh9oc1pTq+ILBoLKzszVq1Ch5va5P5ANiEnmIaFBdXa077rhD3377rYKdeqpq4DjJG9fyCyOA15TOyNpalAraLT8/Uvg25yh+9ddKSEzUvdOna9iwYW6HBOw2xkLAXeRgx9fa+owru+9VVVXphBNO0Mknn6xTTz1V5eXlKi8v1+GHH67S0lI9++yzkqRp06Zp3LhxrSpIITrUT49mlwXAPeQhokF8fLzuvvtuHXPMMfKW/6LEnPdl1DaeeRSJHGfrrXfuzWXfRY4j/4YfFb/6ayV37apHHn6YghQ6PMZCwF3kYOxwZabU22+/rVNOOaVRe15enhYuXKhzzjlHgUBApmlq9uzZGjp0aKuOy0wpAACwPdu29fe//11vvPGG7Pguqhx0vJy4Tm6HFT0cR3HrsuXf9JN69+6tBx98UHvttZfbUQEAAJe1tj7j6ppSTdm0aZPmzZungw8+WN27d2/16yhKdXy2bWvDhg3q06ePTNOViXxAzCMPEW0cx9Fzzz2n559/Xo6/kyoGHy8nPnKvE0xDGtrDpyUFdbIj7iptO46juDXfyr95qfr27auZM2fu0nUbEMkYCwF3kYMdX0TfvteSXr16aeLEiVzYxCDbtrVu3boGC6YBaF/kIaKNYRi66KKLdNlll8moLVdizvsyq4rdDqtJpiHtm+JrsAh5xHFsxa36r/ybl2rAgAF6+OGHuW5DVGEsBNxFDsaOiCxKAQAAtLVzzjlH11xzjYy6SiUse19mZaHbIXVMtq343C/lL/hZQ4YM0axZs5ScnOx2VAAAoAOiKAUAAGLGaaedphtvvFFmsEaJyz6QWVHgdkgdi20rfuUX8m3J1bBhwzRjxgx17tzZ7agAAEAHRVEKEcU0TaWkpHDfMOAi8hDRbsKECZoyZYoMK6jE5R/JrIisGVO2I+UWBSNvPSnbVnzubPmKV2vUqFG6//77lZCQ4HZUQFgwFgLuIgdjR0QudL67WOgcAAC01qeffqp77pkmx+NXxeDjZSd0czukyOXYis+dI9+WPI0cOVLTp09XXFyc21EBAIAI1aEXOkfssm1bK1euZEE7wEXkIWLFuHHjdPPNN8mwapSw/EOZVUVuhyRp60LnB/b2R85C546t+Nyv5NuSp+HDh2vatGkUpBD1GAsBd5GDsYOiFCKKbdvKz8/njw/gIvIQseS4447TDTfcIKOuWgnLPoyIXflMQ8ro6o2MopTjKH7V/+TbslL77befpk+frvj4eLejAsKOsRBwFzkYOyhKAQCAmDZhwgRNmjRJRl2VEpZ/KKOm3O2QIoPjKG7NN/IV/KyhQ4fqvvvuYw0pAADQpihKAQCAmHfSSSfpqquuklFbqYTlH8moq3Y7JNf5Ny6Qf3OOBgwYwKLmAAAgLChKIaKYpqm0tDR2WQBcRB4iVp1xxhk6//zzZVaXKPDzx5JV50octiMtyq9zdfc93+Ycxa3/Qb379NH999+vTp06uRcM4ALGQsBd5GDsYPc9AACAXzmOowceeEDvv/++gl32UtXAY6QYuyD2blmlwMovlNw1WX//29+01157uR0SAADoYNh9Dx2SZVlaunSpLMtyOxQgZpGHiGWGYWjSpEn6zW9+I2/pesXnfSW18+d3HkM6cu84eVxY6NxTulGBvDkKBOL1wP33U5BCzGIsBNxFDsYOilKIKI7jqKSkRFE0gQ/ocMhDxDqv16vbb79d++23n3xbVsq/4cd2fX/DkHp18sho56KUUV2qhJWfy2samjZtmgYOHNi+AQARhLEQcBc5GDsoSgEAAOwgLi5Od999t3r36aO4DfPl3bLK7ZDCK1irhJ8/lYI1uvHGG7X//vu7HREAAIgBFKUAAAB2IikpSdOnTVMgEFAg70uZFYVuhxQejq1A7myZ1cU6++yzdeyxx7odEQAAiBEUpRBRTNNURkYGuywALiIPgW369eun22+/XYZjKWHFpzLqKsP+npYtzd1QK8sO+1tJkuLWZctbsk4HH3yw/vjHP7bPmwIRjrEQcBc5GDs4w4gopmkqNTWVPz6Ai8hDoKFDDjlEl112mYzaCgVWfC7Z4a0WOZJyi4Nqj1U0vAUr5N+0SH379tVtt90mj8fTDu8KRD7GQsBd5GDs4AwjoliWpQULFrDLAuAi8hBo7KyzztK4cePkKd8s//p5YX0vjyGNz4wP++57ZlWxAmu+VkJioqZNm6bExMTwviHQgTAWAu4iB2MHRSlEFMdxVFVVxS4LgIvIQ6AxwzA0adIkpaenK27TT/IUrw3je0lJcWZ4d9+zg4pfOVuygrr5ppu01157hfHNgI6HsRBwFzkYOyhKAQAAtEJCQoLuuOMO+Xw+BfK+klEb/vWlwiVuzVx5qrbolFNO0ZgxY9wOBwAAxCiKUgAAAK2UmZmpq666SkawWvG5syWnnVYjb0PeLXny5+dowIABuvzyy90OBwAAxDCKUogoHo9HWVlZLLQKuIg8BJp30kkn6YgjjpC3bJP8mxa1+fEtW5q9ujosu+8ZtZUKrP6f4uLjNXXqVMXFxbX9mwBRgLEQcBc5GDsoSiGiGIah5ORkGWFdSANAc8hDoHmGYej6669Xt27dFLdhvozqkjY9viNpU4Xd9rvvOY7iVn8tBWt19VVXKT09va3fAYgajIWAu8jB2EFRChElGAzq+++/VzAYdDsUIGaRh0DLOnfurEmTJkm2pfi8/0ptuBCr15ROHxyQt42v0rxFefIVr9HIkSM1ceLEtj04EGUYCwF3kYOxg6IUIg7bfgLuIw+Blh122GE66qij5C3/Rb7NS9v02D5P234ybNRVK37Nt4qLi9MNN9zAJ89AKzAWAu4iB2MDRSkAAIDddM0116hzly6KXz9PRk252+E0KW7tdzLqqvXHP/5RvXv3djscAAAASRSlAAAAdlvXrl11zdVXS1ad4tZ+73Y4O+Up2yRf4UoNGTJEp556qtvhAAAAhFCUQkTxeDwaNmwYuywALiIPgV0zbtw47bPPPvIV5cks+2WPjxe0pfdXVinYFrvvOY7i1s6VJF177bXkNdBKjIWAu8jB2EFRChHH7/e7HQIQ88hDoPUMw9CVV14pSYpf+12bLHpeWdc2C6d7t+TKU1GgY445RllZWW1yTCBWMBYC7iIHYwNFKUQUy7KUnZ3NonaAi8hDYNcNHTpU48aNk6eiQN4tuXt0LK8pnZGVsOe771lBxa/Llt8fpz/+8Y97eDAgtjAWAu4iB2MHRSkAAIA28Mc//lE+v1/x6+ZJtvsX0f5fFsuordDZZ5+l1NRUt8MBAABopNVFKcuy9K9//UsnnXSSBgwYoIyMDGVmZmrUqFG6/fbblZeXF844AQAAIlrPnj11xumny6gtl69whbvBWHXy/7JYnbt00dlnn+1uLAAAAE1oVVHqyy+/1MiRIzVv3jzdfvvtWrFihXJzc7Vy5Up98MEH6tevn0455RRNmTJFtt0Wq3ICAAB0PL/97W/l8/vl37hQcty7JvLlL5cRrNZvzzhDCQkJrsUBAADQHMNxml+N84UXXtCjjz6ql19+WQMGDGjyecFgULfeeqt++uknvf/++20eaGuUlpYqKSlJJSUl6tKliysxYM84jiPLsuTxeGQYhtvhADGJPAT2zEMPPaS33npLVRlHKNg9c7eO4TW1+7vv2ZY6LXxNCV5Hr776qjp37rybBwJiF2Mh4C5ysONrbX2mxZlSxxxzjObMmdNsQUqSvF6v7rvvPj3yyCO7Hi2wndraWrdDAGIeeQjsvrPPPlsej+fX2VK7t4tegm/3L8B9hStk1FXqlFNOoSAF7AHGQsBd5GBsaLEo1bt379C07/LycuXm5mrNmjUNvlauXBl6fkvFK6A5lmVp4cKF7LIAuIg8BPZMr169tu7EV1UkT+n6XX6915QmZAZ2b/c9x5F/0yL5fD6dccYZu3EAABJjIeA2cjB2eHflye+9954uvfTSBmsTFBQUKD09Xbm5e7b9MQAAQLQ4/fTT9dFHH8mXv0xWUlq7va+nbJPM6hKNPe44de/evd3eFwAAYHfs8mdwt99+uzZu3Bj6SktLoyAFAACwnUGDBmnQoEHyFa+VUVfZbu/ry18mSTrxxBPb7T0BAAB2V6tmSj3xxBNKSEjQd999p6KiIr3wwguhxyoqKvTiiy/KcRzZtq3q6mr96U9/ClvAiH4ej8ftEICYRx4Ce+6EE07QzJkz5Sv4WbW9h+/Sa+us3ViLKlgtX/Fq9e3bV/vss8+uvx5AA4yFgLvIwdjQ4u570tbFzuPj47VhwwZVV1crIyMj9Njnn3+usWPHStp632dNTY0+++yz8EXcDHbfAwAAkaKiokKnn366Kh2fKvY7Qwrz7kG+TYsVv/Y7XXXVVawnBQAAXNXa+kyrZkp98sknkqR///vfWr9+vSZNmhR6LCMjQ//5z3/2MFxgK8dxVFJSoqSkJLb+BFxCHgJtIzExUUcddZQ++OADmRX5sjultup1hqSeiaZ+qbC1K/OlfFtWyuP16thjj92teAFsw1gIuIscjB27vKbUK6+8oosvvjj0lZ+fz+16aDOWZSknJ4ddFgAXkYdA2znyyCMlSb6i1a1+jceUjuwbL88uXKUZNeXyVBTogJEjmS0OtAHGQsBd5GDs2KXd90aOHKkLLrhAXu+2lx100EEqLy9v88AAAAA6uv33318JCQmyi1apJm1U2G7h8/5a9BozZkxYjg8AABAOrf4Mrra2VieccIKuvPJKrVy5Updddpm2bNmi8vJy/eUvf9Epp5yiefPmhTNWAACADsXv9+vQQw+VWVMms2pL2N7HW7xahmHqN7/5TdjeAwAAoK21qij14Ycfqq6uTrW1tZKkt956S19++aXWrFmjNWvW6Msvv9RBBx2kM888U0VFRWENGNHNMAwFAgHuGwZcRB4Cbat+9pK3lbfwOY5UUmOr5a1otjLqquQt26Rhw/ZT165ddzdMANthLATcRQ7GjlbtvrfffvspPz9fPp9Pa9euVb9+/dS7d29t3LhRHo9Hqampsm1bixcv1nXXXae77rqrPWJvhN33AABApKmsrNSJJ56omkB3VQ05oc2P792Sq8DK2frTn/6ks88+u82PDwAAsKtaW59p1UypBQsW6LHHHlNcXJxOPfVUnXrqqfrmm290xRVX6IorrtA333yj7777TuvWrdPtt9/eZp1A7LFtW5s3b5Zt226HAsQs8hBoWwkJCcrKypK3okCy6lp8viEpI9mr1n427CndKEkaMWLEbscIoCHGQsBd5GDsaFVRyjRNnXbaafr+++9VXl6u/v37S5JOOOEETZgwIfS85ORk+Xy+8ESKmGDbtnJzc/njA7iIPATa3v777y85tjzlv7T4XI8pHdjH3+rd97xlm5SYmKiBAwfuYZQA6jEWAu4iB2PHLu2+17VrV3300Ucyza1XSUOHDg1LUAAAANFk//3317/+9S95SjfKSkprs+MatZUyq0s04je/kcfjabPjAgAAtIdW774XeoFp6pVXXtG//vWvcMQDAAAQdfbdd195vF55y1qeKbUrPGWbJHHrHgAA6Jh2uShVWFioq6++WnPmzAlHPIhxhmEoKSmJXRYAF5GHQNuLi4tTRv/+8lRtkZzmb0VwHGlTudWq3fc8lYWSpKysrLYIE8CvGAsBd5GDsWOXilKVlZU69dRT1bdvXx111FGaO3euNm7cqFZs4Ae0isfj0ZAhQ7gFAXAReQiEx6BBgyQ7KLO6pNnnWY40e02NrFZcXpmVBTIMQ5mZmW0UJQCJsRBwGzkYO1pdlNq4caOOO+44FRcX6z//+Y/OP/98nXbaadp7770VHx+vvn37avz48frpp5/CGS+inG3bWrduHQvaAS4iD4HwqF+I3Kzc0uzzTEPaN8Uns6UPhx1HnsotSktLU0JCQhtFCUBiLATcRg7GjhaLUpWVlZo1a5b23XdfZWRk6Ouvv1Zqaqokac2aNaqpqdGqVav0+uuva++999Y111wT9qARvfjjA7iPPATCo74o5akoaPZ5rS1KGbUVMoI1W2dgAWhTjIWAu8jB2NHi7nuFhYV6//339d577+nggw+WJFmWFbq30zRN9e7dW71795ZhGDr33HPDGzEAAEAHlJGRIUkyq4rb5HhmVVGD4wIAAHQ0LRal0tPT9cknn+z0sR0XHRsyZIgWL17cNpEBAABEkUAgoB49emhzWWmbHM+s3nqc9PT0NjkeAABAe2vVmlIrVqxo1OY4jkaOHKnf//73eumll1RbW6vExET5fL5Wv3lBQYH69++vVatWhdquueYaGYYR+howYECrj4eOzzRNpaSkyDR3eWNIAG2EPATCZ6+99pJZUy7ZVpPPsR0ptygou4WFzs2a0tAxAbQtxkLAXeRg7GjxDNu2raOPPlqHHnqo/ve//0lSaLe9qVOnauDAgbr77ru1zz77aPny5a1+44KCAp1wwgkNClKSlJ2drffee09FRUUqKirS/Pnzd6E76OhM01RmZiZ/fAAXkYdA+KSlpUlyZNSUN/kc25HmbqxtuShVTVEKCBfGQsBd5GDsaPEMm6apH3/8Uccdd5wmTJig888/X/n5+ZKk8ePH67bbbtPixYt15plnauzYsVq9enWr3vjss89utP5UMBjU4sWLNWbMGCUnJys5OVmdO3fejW6ho7JtWytXrmRBO8BF5CEQPluLUttmOe2MaUgH9va3uNC5WVOq7t27Kz4+vi1DBCDGQsBt5GDsaFXZsWvXrpo6dap++ukn/fLLLzrkkEP0yCOPyO/3S9q6ttQ999yjE044QRdffHGr3vjpp59utFPfTz/9JNu2NWLECAUCAR1//PFas2bNLnYJHZlt28rPz+ePD+Ai8hAIn/odjM3aiiafYxpSRldv80Upx5FZW6FevXq1cYQAJMZCwG3kYOxocaHz7e2999765JNP9Je//EW33367TjrpJO29996hx++77z4dfvjhKiwsVPfu3Zs9Vv/+/Ru1LVmyRIMHD9ajjz6qHj166LrrrtOll16qDz/8cKfHqKmpUU1NTej70tKtnzoGg0EFg0FJW2d6maYp27Yb/ELXt1uWFbodsbl2j8cjwzBCx92+Xdq6I2Fr2r1erxzHadBuGIY8Hk+jGJtqj/Y+bX+saOlTNJ4n+hS9far/b/1zoqFP28cYLeeJPnXMPnXr1k1er1c+u1qOKQV/PaR3u48Jm/q3tPX5hiSPUyuvx1SPHj1kWRbniT7RpzD0afvHoqVP0Xie6FN09mn769Jo6VM0nqfm+rRjrE3ZpaJUvRkzZuiggw5qUJCSpKSkJH333XcKBAK7c1idd955Ou+880LfP/bYY+rfv79KS0vVpUuXRs+fPn26/vrXvzZqnz9/vhITEyVJKSkpyszMVF5eXui2Q2nr9Pm0tDQtX75cJSUlofaMjAylpqZq0aJFqqqqCrVnZWUpOTlZ8+fPb3AChw0bJr/fr+zs7AYxjBo1SrW1tVq4cGGozePxaPTo0SopKVFOTk6oPRAIaPjw4SooKFBubm6oPSkpSUOGDNGGDRu0bt26UHs092n16tUqLi7WDz/8IMMwoqJP0Xie6FN098lxHBUXF6u0dOutQdHQp2g8T/SpY/aprKxMEydOlO1PlJ2QoPdXVqmyztEZWQmh59ZPkOriN3RsxrZrqjrL0RvLqtQz0dSRaZ3kTZuoXr16adGiRZwn+kSf2rhPhYWFDa5Jo6FP0Xie6FP09mnz5s2hHExPT4+KPkXjeWquTxUVTc8K357hbF9+c4FhGMrLy1O/fv0aPVZdXa1AIKCcnBwNHjy40eM7mymVnp6uwsLCUBErliuTHbFPwWBQGzZsUK9evUJtHb1P0Xie6FN098m2bW3atEl77bWXPB5PVPRp+xij5TzRp47Zp7KyMp166qkKdklT1cCxO50pZRrSoG4+LSmoa3QLX/1MKX/ZBiWs+FQXXXSRzj77bM4TfaJPbdynHa9Jo6FP0Xie6FP09ikYDGrTpk3q1auXvF5vVPQpGs9Tc32q/4C7pKRkp5OMQu/TUlFqxowZqqqq0pQpU5p7miTphx9+0G233ab33nuvxeeGAtiuKHXDDTdo//33Dy2A/sUXX2jcuHEqKytTQkJCC0faWpRKSkpqsdMAAABuOX78eFUYCarc5+TdPoa3YIUCeV/qpptu0vjx49swOgAAgD3X2vpMiwudX3311crLy9Mxxxyjn376aafPqays1J133qkLLrhA9913324HPXz4cE2ZMkWfffaZPv74Y/3pT3/S73//+1YVpBAdLMvS0qVLG1V0AbQf8hAIry6dO8uwapt83GNIR+4dJ08zC50bwa0zxdmlGAgPxkLAXeRg7GhxTSm/369nnnlGn3/+ua666iqVlJRo9OjR6tmzp8rLy7VixQotW7ZMv/vd7zR37tzdXk9Kks4//3wtXrxYp59+ujwej84//3xNmzZtt4+HjsdxHJWUlKiFCXwAwog8BMKrc+fO+mVLSZOPG4bUq5NHhiGpiTSsL2p16tQpDBECYCwE3EUOxo5WL3Q+duxYjR07Vps3b9aiRYu0efNmJSYm6uKLL9awYcN2O4Adf8mmT5+u6dOn7/bxAAAAIlmnTp1kBGslx9lagdoNhsVMKQAA0PHt8u57qampGjt2bDhiAQAAiHpbC0mOZNVJXv9uHcMIMlMKAAB0fC2uKQW0J9M0lZGRIdPkVxNwC3kIhFdiYqIkNbmulGVLczfUyrJ3+vBWdp0kse4mECaMhYC7yMHYscszpYBwMk1TqampbocBxDTyEAivuLi4rf9wdr54qyMptzi408fqGfbWx+Pj49syNAC/YiwE3EUOxo7dKjtWVlbq2muvbdS+cuVKVsfHHrEsSwsWLOD3CHAReQiEV31Rqr6wtCOPIY3PjG929z3ZlkzTlNfL54tAODAWAu4iB2PHbhWlHMfRU0891aj95ptv1jXXXLPHQSF2OY6jqqoqdlkAXEQeAuEVmill7/xC2zCkpDiz2TXQDTsof1ycjN1cKB1A8xgLAXeRg7GjVR+vVVZWNlizwOv1Nvpk7osvvtCbb76pL7/8sm0jBAAAiCItzZRqFTuoOH9cG0UEAADgjlbNlDrzzDM1efLkBm3bfzK3YsUKnXfeebrhhht06KGHtm2EAAAAUcTn8239h9PcSubNMxxbfr+vjSICAABwR6uKUjfddJOefvpp3XXXXY0ee/PNN3XooYfq9NNP1/Tp09s8QMQWj8ejrKwseTwet0MBYhZ5CIRXKLeauCXBsqXZq6ub333PcchRIIwYCwF3kYOxo1W37x1++OH66quvdMwxxyguLk7XXnutampqdMghh2jDhg3629/+poMOOijcsSIGGIah5ORkt8MAYhp5CIRX/QW20cRMKUfSpooWZlE5NhfqQBgxFgLuIgdjR6sXOs/KytJnn32mWbNm6YknnpAk/fnPf9by5ct14okn6pBDDtFLL70UtkARG4LBoL7//nsFg3uwzgaAPUIeAuG1babUzgtPXlM6fXBA3mau0gzHYec9IIwYCwF3kYOxY5d23xs0aJDeeustjR8/XnFxcTrrrLMUFxenQCCge+65R9ddd50KCwvDFStiBNt+Au4jD4Hwaen2PUnyeVrYVc+xZZq7tYkygFZiLATcRQ7GhlZ9xDZ58mTFx8eHvg8Gg6qtrdWdd97Z4Hk1NTU699xz9cEHH3ChBAAA0Kw92+Z6+01nAAAAOqJWFaXy8/MbFKUsy5LjOMrPz2/wvBNOOEE5OTnavHmzevXq1baRAgAARIG2KiZRlAIAAB1dq4pSTz/9dIPvq6ur9a9//UuPPvpoWIJC7PJ4PBo2bBiLtwIuIg8BdwVt6f2VVQo2u9b5ns2yAtA8xkLAXeRg7Nite+xs21ZtbW1bxwJIkvx+v9shADGPPATCJzTDqZk1pSrrWio6MUsKCDfGQsBd5GBs2O2Fn6644oq2jAOQtPXW0OzsbBa1A1xEHgLh5dQXo5q4/c5rSmdkJTS7+x4zpYDwYiwE3EUOxo5d2ku4vLxcPp9PCQkJmjlzZrhiAgAAiFpOMzOkWs0w2uY4AAAALtqlmVKzZs3Se++9F65YAAAAot62YtKe3IJnyLabXXQKAAAg4rVqptRjjz0mv9+vhQsXasuWLSovL9/p8wzD0AEHHKChQ4e2aZAAAADRYtvte+7GAQAA4LZWFaVeffVV+f1+rV27VmvWrNGKFSt2+rzS0lJdddVV+uWXXxQfH9+mgSI2eDwejRo1il0WABeRh0B4tTRTKmhLr+dUtrD7HjOlgHBiLATcRQ7GjlYVpWbPni1Juu+++7Tvvvtq4sSJTT43JSVFS5Ys0ciRI9skQMSe2tpaBQIBt8MAYhp5CIRPqJjUxELnkpTgM1Ra0/SaUQ5rSgFhx1gIuIscjA27vPte/QWQ4zh68cUX9cwzzzR4/NNPP6Ughd1mWZYWLlzILguAi8hDILy2zXBqeve9CZmBFnbfEzkKhBFjIeAucjB27FJRyrIs2batZcuWKSsrS7fffrsqKioaPGf48OFtGiAAAEA0qS9KOc3MlGqRwe17AACg42vV7Xv1gsGg6urq1K9fP91000264IILuMcTAABgF2z71HdPVjo3ZVGUAgAAHVyri1KLFy/WQQcdpKSkJG3atEnjxo3T+vXr5ThOqFg1YMAAeb27VOcCGqHQCbiPPATCZ9uaUk1PWK+zml8vyjEM2dzSAIQVYyHgLnIwNrS6grTffvupU6dOchxHlZWVSkxMDK0vVf/9woUL1a9fv3DFihjg9Xo1evRot8MAYhp5CIRXSwudB23pjWVVLRyF2/eAcGIsBNxFDsaOVq8plZSUpNLSUpWVlalLly6hf5eVlalbt24qLS2lIIU95jiOiouL2VEIcBF5CIRXSwudG5J6JZrN39xnGNy+B4QRYyHgLnIwdrS6KGVs92mescMnezt+D+wuy7KUk5PDLguAi8hDILxCudXE9ZPHlI7sGy9Ps1dphmyLohQQLoyFgLvIwdjR6tv3SkpKtPfeezf6tyRt2bJFe++9t1JTU5Wdnd32UQIAAESJlmZKtYphyLa5UAcAAB1bq4tSc+bMkc/nk9frlWmaMk1Ttm3LsixZlqVgMMhCZAAAAC2ovxXB2ZOZ5oYh2+aWBgAA0LG1uih12GGHhTMOQNLWW0EDgQC3hAIuIg+B8GppppTjSCU1tppfRsOQw5pSQNgwFgLuIgdjR6vXlHr77bcbta1du1a1tbU699xzJUl33XWXXn755baLDjHH4/Fo+PDhzLoDXEQeAuHV0u57liN9sLJaVnNFKYPd94BwYiwE3EUOxo5WF6VuvPFGSdIjjzyiiooKXXfddbrvvvu0adMmzZ8/X5L00UcfKRAIhCdSxATbtrV582YutAEXkYdAeLVm972MZG+zK045MmSzIxEQNoyFgLvIwdjR6qJUXFycJOm6666T1+vVp59+Kr/fr7i4OPl8Pm3cuFGrVq3SxIkTwxYsop9t28rNzeWPD+Ai8hAIr9D21k1UnTymdGAff/O77zFTCggrxkLAXeRg7Gh1USr0AtNUXFycvN5ty1E5jqM777xTN954o3w+X5sGCAAAEE22XWDv8mXYdgy1sOgUAABAxGtxoXPHcfTuu++Gvm9qobHc3Fw9/vjjbRcZAABAFGppptQuHwcAAKCDarEodcMNN+h///ufLMvSyJEjQ/9dtmyZNmzYoKysLJWUlOiyyy7Tc889p7KyMl199dXtETuikGEYSkpKYpcFwEXkIRBe24pJTe++t6ncan4i1K/56TgOuQqEAWMh4C5yMHa0OG/86quv1qeffiqPx6MHHnhApmnqgQce0F577aUxY8Zo7ty5Ki0t1X//+199+OGHmjNnTnvEjSjl8Xg0ZMgQdlkAXEQeAuHV0gwny5Fmr6lpfve9X7HWBhAejIWAu8jB2NFiUapv375KTEyUJB199NEyDENHH320OnXqpPT0dN1zzz1KT0+X3+/XK6+8otdffz3sQSN62batdevWcZENuIg8BMKrvijlNDFTyjSkfVN8Mpv9cHjbTCkAbY+xEHAXORg7WixKffHFF3r77bdbPFBNTY0eeeSRNgkKsYs/PoD7yEOgnTRRdGpdUQpAODEWAu4iB2NHi0WpwsJCTZo0SUuXLtW0adNk27amTZumX375RXPnzlV2drYMw9Df/vY33XvvvSouLm6HsAEAADomZjcBAABs1WJR6owzzlBOTo6mTJmiO+64Q1lZWQoGg7rssst0yCGHyLZtOY6jlJQUHXLIIXryySfbI24AAAAAAAB0YC0WpSTJ5/Np6tSp+uqrr1RZWakNGzZo6tSpeuCBB3TiiSequrpakjRx4kQtWLAgrAEjupmmqZSUFJlmq341AYQBeQi4y3ak3KKg7FZMqGLWFRAejIWAu8jB2OHdlScfdNBB+uGHH7Rx48YG7cuWLZMknXvuubrwwgvbLDjEHtM0lZmZ6XYYQEwjD4F20kQ9yXakuRtrW3UItsoGwoOxEHAXORg7drnsmJycrCFDhjRoq6ioUFJSkuLj46lkYo/Ytq2VK1eyoB3gIvIQcJdpSAf29rPQOeAixkLAXeRg7NilmVKvvPKKamsbfnLXqVMnTZgwQTU1NW0aGGKTbdvKz89X3759KXACLiEPgfCqn91kyNnpZCnTkDK6evXDL7XN3MLHbXtAODEWAu4iB2PHLhWlLr/8ch122GH64osvdNRRR0mSFi9erIkTJ8rn84UlQAAAgGjSlrfccfseAADoyFosOS5ZskRjx47VTz/9JMMw9J///EcpKSn6z3/+o//85z/tESMAAEDU2FZI2pPZTs4OxwIAAOh4WixKBQIBZWVl6cgjj1RpaelOn8MFEdqKaZpKS0tjiibgIvIQCK9QbjWz0Pmi/Lrmd99zdjgWgDbFWAi4ixyMHS2e4f79++uxxx7T2rVrlZCQoBdeeEHl5eV64YUX9Pzzz6u8vFwvvviigsGgnn/+ef3jH/9oj7gRpfjjA7iPPATCq6WZUq0qSsmRQY4CYcNYCLiLHIwdrT7DCQkJ8ng8+uCDD1RVVaUPPvhAH374oaqqqvTxxx/Lsiy99957evPNN8MZL6KcZVlaunSpLMtyOxQgZpGHQHhtu8DeedXJY0hH7h0nTwsT0U1mqgNhw1gIuIscjB2tWuj822+/1ZdffinDMPTyyy+rf//+evnllyVJGRkZeuGFF9SjRw+9+uqrYQ0W0c9xHJWUlMhx2FUIcAt5CIRXaKZUEylmGFKvTh4ZRtPPkeOwfAIQRoyFgLvIwdjR4kypb7/9VqeeeqqSk5PbIRwAAIDo1tJMqdYwHG7fAwAAHV+LM6UOPvhgLV68WN26ddNNN92kO++8U8XFxbrzzjupWgIAAOyibQud23twFFseilIAAKCDa9Xte926dZMkXX755SovL9dll12mqqoqWZaliy66KKwBIraYpqmMjAwWtANcRB4C4bWtKLXzD/csW5q7oVZWczUrxyFHgTBiLATcRQ7GjlYVpepNmzZtp+0VFRWqqalpk4AQ20zTVGpqqtthADGNPATCq/4C22ji9j1HUm5xsIWjODJNT9sGBiCEsRBwFzkYO9qk7JiYmKi1a9e2xaEQ4yzL0oIFC9hlAXAReQiEl8fzazGpiZlSHkManxnf/O57jiPTw6fHQLgwFgLuIgdjR5tdzfTs2XOXX1NQUKD+/ftr1apVobZFixZp9OjR6tq1q2644QbWrYoxjuOoqqqK8w64iDwEwitUlGpippRhSElxpprdXM9xtjsOgLbGWAi4ixyMHa59xFZQUKATTjihQUGqpqZGJ554og444ABlZ2dryZIleu6559wKEQAAoM1tmym1+wudGyx0DgAAooBrVzNnn322zj333AZtH3zwgUpKSjRz5kxlZmZq2rRpeuaZZ1yKEAAAoO21tNB5qzBTCgAARIFdWui8LT399NPq37+/rr322lDbggULdPDBByshIUGSNGzYMC1ZsqTJY9TU1DRYYL20tFSSFAwGFQxuXSDUNE2ZpinbtmXb2z6RrG+3LKvBlMCm2j0ejwzDCB13+3ZJje51bard6/XKcZwG7YZhyOPxNIqxqfZo7pNhGBo4cKAcx1EwGIyKPkXjeaJP0d0nx3E0cODA0P84R0Ofto8xWs4Tfeq4ffJ4PPJ6vfKaUn1k3u0+JjQkzV5dLctu2C5JQXvr416PKb/fr2AwGBF92l60nCf6FNt92vGaNBr6FI3niT5Fb5/qr0cdx5Ft21HRp2g8T831acdYm+JaUap///6N2kpLSxu01/8QioqK1LVr10bPnz59uv761782ap8/f74SExMlSSkpKcrMzFReXp7y8/NDz0lLS1NaWpqWL1+ukpKSUHtGRoZSU1O1aNEiVVVVhdqzsrKUnJys+fPnNziBw4YNk9/vV3Z2doMYRo0apdraWi1cuDDU5vF4NHr0aJWUlCgnJyfUHggENHz4cBUUFCg3NzfUnpSUpCFDhmjDhg1at25dqD2a+7Rq1aqo61M0nif6RJ/oE32iT7vfJ4/Ho4kTJ8pK6K731hqqrHN0RlZCgz69nlOpznGGJmQGQm11lqM3llWpZ6Kpo489WoE4n7KzsyOiT9F4nuhTbPepsLAw6voUjeeJPtEn+hS5faqoqFBrGI7LK4cZhqG8vDz169dPN910k+rq6jRz5szQ4+np6fr222+11157NXrtzmZKpaenq7CwUF26dJEU25XJjtin2tpazZ8/XyNGjJDH44mKPkXjeaJP0d0ny7L0448/auTIkfL5fFHRp+1jjJbzRJ86bp/ef/99PfLII6rKOFzVSVs/jNt+RpTXlCZmBvT2z9suRuvVz5RKWvSa+vVJ1ZNPPhkRfdpetJwn+hTbfdrxmjQa+hSN54k+RW+f6urq9OOPP2rEiBHy+XxR0adoPE/N9am0tFTdu3dXSUlJqD6zM67NlNqZbt26adGiRQ3aysrK5Pf7d/r8uLg4xcXFNWr3er3yeht2rf4HtKP6k9Xa9h2PuzvthmHstL2pGHe1vaP3yXG2rpOx/fE6ep+i8TzRp+juk+M4Mgxjl2Nvqj0S+tRSjLvaTp/ok7R7ffJ6vb8uNbDtQm67f0qSfB5jp+3S1j37gnV1oePtbuycJ/q0q+2x1qedXZN29D5F43miT9HZJ4/HE8rB+ud09D5F43lqrk9NxdToOK16VjsZPXq0vvnmm9D3eXl5qqmpUbdu3VyMCgAAoO2ELuD2ZPc9x27yghUAAKCjiKii1JgxY1RaWqpnn31WkjRt2jSNGzeOiy4AABA1Qtc1e7SCArvvAQCAji+ibt/zer36xz/+oXPOOUc33HCDTNPU7Nmz3Q4L7cjj8WjYsGFcaAMuIg+B8KrPLaOJmVJBW3p/ZdVOb90LceydTpkH0DYYCwF3kYOxw/Wi1I7rrJ900klauXKl5s2bp4MPPljdu3d3KTK4pak1xAC0H/IQCJ9tF9hNz5SqrGthFpXjtHqtBgC7h7EQcBc5GBsi8iO2Xr16aeLEiRSkYpBlWcrOzm60SwCA9kMeAuG1bU2pnReevKZ0RlZCgx35GnAcZkoBYcZYCLiLHIwdXM0AAAC0o21rSu3uQudOw+MAAAB0UBSlAAAA2lFLa0q16NcZVsyUAgAAHR1XMwAAAO1oj3ff+7WYxUwpAADQ0VGUQkTxeDwaNWoUF9qAi8hDILy2zXDaeVEqaEuv51Q2s/seM6WAcGMsBNxFDsYOrmYQcWpra90OAYh55CEQPq2ZKZXgM5o+gMOaUkB7YCwE3EUOxgaKUogolmVp4cKF7LIAuIg8BMKrpZlSXlOakBlocvc9g6IUEHaMhYC7yMHYQVEKAACgHYWKUnu4+x637wEAgI6OqxkAAIB2tOcLnVOUAgAA0YGrGUQcbkcA3EceAuFTX0wymrh9T5LqrOYKVhSlgPbAWAi4ixyMDV63AwC25/V6NXr0aLfDAGIaeQiEl2H8uoh5EzOlgrb0xrKqpg/ATCkg7BgLAXeRg7GDqxlEFMdxVFxcLGd3b2kAsMfIQyC8Wrp9z5DUK9FUk/vv/boWFUUpIHwYCwF3kYOxg6sZRBTLspSTk8MuC4CLyEMgvEIzpZq4fc9jSkf2jZenhas0ilJA+DAWAu4iB2MHVzMAAADtaM+LSVuLWduKWwAAAB0TRSkAAIB21NKaUi369WXMlAIAAB0dVzOIKIZhKBAI8Okv4CLyEAivlnLLcaSSGrvJmlVzu/YBaBuMhYC7yMHYwe57iCgej0fDhw93OwwgppGHQHi1tKaU5UgfrKxu5gjcvgeEG2Mh4C5yMHYwUwoRxbZtbd68WbZtux0KELPIQyC8WiomGZIykr1N7773K27fA8KHsRBwFzkYO7iaQUSxbVu5ubn88QFcRB4C7aXp3fcO7ONvevc97t4Dwo6xEHAXORg7KEoBAAC0I267AwAA2IqiFAAAAAAAANodRSlEFMMwlJSUxKfIgIvIQ6CdNHEbnuNIm8qtJnffAxB+jIWAu8jB2MHue4goHo9HQ4YMcTsMIKaRh0B4OfXVpiausy1Hmr2mpv0CAtAIYyHgLnIwdjBTChHFtm2tW7eOBe0AF5GHgLtMQ9o3xSezqQ+H+dAYCDvGQsBd5GDsoCiFiMIfH8B95CEQXqGZUk1Ul1osSjU6DoC2xlgIuIscjB0UpQAAADogilIAAKCjoygFAADQjva8mGS00XEAAADcRVEKEcU0TaWkpMg0+dUE3EIeAuHV0u17tiPlFgVlN7U7H4tKAWHHWAi4ixyMHey+h4himqYyMzPdDgOIaeQhEF7bdt9ruig1d2Nt0wf49WWsswGED2Mh4C5yMHZQdkREsW1bK1eu5EIbcBF5CITXttxqeqHzA3v7m1nonNv3gHBjLATcRQ7GDopSiCi2bSs/P58/PoCLyEMgvFoqJpmGlNHV2+Lue+QoED6MhYC7yMHYQVEKAACgHYUusJu4fa9FBjOlAABAdKAoBQAA0I5aun2vZVtfZ1lWm8QDAADgFopSiCimaSotLY1dFgAXkYdAeNUXpZxmFjpflF/X5O57zJQCwo+xEHAXORg72H0PEaX+jw8A95CHQHi1NFOqvijVNGOH4wBoa4yFgLvIwdhB2RERxbIsLV26lFsSABeRh0B4tbSmlMeQjtw7Tp6m7u4zuH0PCDfGQsBd5GDsoCiFiOI4jkpKSrglAXAReQiEV0tFKcOQenXyNLkOev1tf8yUAsKHsRBwFzkYOyhKAQAAtKPQp77G7l6GbX0dRSkAANDRUZQCAABoR3u8+x4zpQAAQJSgKIWIYpqmMjIy2GUBcBF5CIRXS7fvWbY0d0OtrKZqTqwpBYQdYyHgLnIwdrD7HiKKaZpKTU11OwwgppGHQHjVF6WcJmZKOZJyi4PNHIGZUkC4MRYC7iIHYwdlR0QUy7K0YMECPv0FXEQeAuG1bU2ppnffG58Zz+57gIsYCwF3kYOxg6IUIorjOKqqqmKXBcBF5CEQXi0tdG4YUlKc2eTue8yUAsKPsRBwFzkYOyhKAQAAtKOW1pRqkWFIhkFRCgAAdHgUpQAAANrRtlsRdrMo9etruaUBAAB0dBSlEFE8Ho+ysrLk8XjcDgWIWeQhEF6t2X1v9urqpnffkyTDpCgFhBFjIeAucjB2sPseIophGEpOTnY7DCCmkYdAeIV232tiTSlH0qaKFm7N4/Y9IKwYCwF3kYOxg5lSiCjBYFDff/+9gsHmtsIGEE7kIRBeLd2+5zWl0wcH5G3mKs2hKAWEFWMh4C5yMHZQlELE4XYEwH3kIRA+rVno3Odpab0pilJAuDEWAu4iB2MDRSkAAIB2tK2YtAcLnbOmFAAAiAIUpQAAANpRa2ZKtcyQ4zhtEg8AAIBbKEohong8Hg0bNoxdFgAXkYdAeG0rJu28KBW0pfdXVinY7O574vY9IIwYCwF3kYOxg6IUIo7f73c7BCDmkYdA+LRmplRlXfOzoBzWlALCjrEQcBc5GBsoSiGiWJal7Oxs1skAXEQeAuFVX0xymtl974yshGZ332OhcyC8GAsBd5GDsYOiFAAAQDsK3b63Z0tKsaYUAADo8CKyKHXNNdfIMIzQ14ABA9wOCQAAoE20tKZU67DQOQAA6Pi8bgewM9nZ2Xrvvfd06KGHShKLmwEAgKjRNsUkilIAAKDji7iiVDAY1OLFizVmzBh16tTJ7XDQzjwej0aNGkUhEnAReQiE17bb95refe/1nMrmd98Tt+8B4cRYCLiLHIwdEXf73k8//STbtjVixAgFAgEdf/zxWrNmjdthoR3V1ta6HQIQ88hDwF0JvhZu7WNNKSDsGAsBd5GDsSHiZkotWbJEgwcP1qOPPqoePXrouuuu06WXXqoPP/yw0XNrampUU1MT+r60tFTS1tlWwWBQkmSapkzTlG3bDXapqW+3LKvBRV1T7R6PR4ZhhI67fbukRrsCNNXu9XrlOE6DdsMw5PF4GsXYVHs096murk4LFizQyJEj5fF4oqJP0Xie6FN098myLC1YsECjRo2Sz+eLij5tH2O0nCf61LH75PV65TUN1Ue2/U57XlOakBnQ6zmV2lHQ3roSldfrkdfrVTAYjJg+bd8uRcd5ok+x26cdr0mjoU/ReJ7oU/T2afsc9Pl8UdGnaDxPzfVpx1ibEnFFqfPOO0/nnXde6PvHHntM/fv3V2lpqbp06dLgudOnT9df//rXRseYP3++EhMTJUkpKSnKzMxUXl6e8vPzQ89JS0tTWlqali9frpKSklB7RkaGUlNTtWjRIlVVVYXas7KylJycrPnz5zc4gcOGDZPf71d2dnaDGEaNGqXa2lotXLgw1ObxeDR69GiVlJQoJycn1B4IBDR8+HAVFBQoNzc31J6UlKQhQ4Zow4YNWrduXag9mvu0evVqFRcX64cffpBhGFHRp2g8T/QpuvvkOI6Ki4tVWlqq7t27R0WfovE80aeO2ye/36+JEyfKSkzRe2scVdY5OiMrIfTc+jlSXfyGjs0IhNrrLEdvLKtSz0RTRx8zVnFeU9nZ2RHRp2g8T/QptvtUWFjY4Jo0GvoUjeeJPkVvnzZv3hzKwfT09KjoUzSep+b6VFFRodYwnAif+11dXa1AIKCcnBwNHjy4wWM7mymVnp6uwsLCUAErliuTHbFPtbW1mjdvHjOl6BN9cnmm1A8//MBMKfpEn8LUp9dff13/+Mc//n97dx4eRZXucfxX3Z2E7AkhmMEggYiAIIgCN46IKLiNI8KIgqiMOM5cL+OgXq/CiIqiqLiCorghOgwKIspFRxQ3uArKLpBBEBMQEQMBIWFJOumuun+ELmiSsCjd1en+fp4nz0yfrqqck/Lt07x1Fu07uZe8qSfW1PWQkVJ9T0k67EiptDXvqGlaI/1zypSIaNPBouU+0abYbtOh30mjoU3ReJ9oU/S2qbq6WsuXL2ekVANuU+ABd1lZWa0BRkF1qvcdh9xxxx3q3LmzBg0aJEn68ssv5XK51Lx581rHJiQkKCEhoVa5x+ORxxPctMAf6FCBm3W05Yde95eUG4ZRZ3l9dTzW8obeJo/HI7fbHXS9ht6maLxPtCm62+TxeGQYxjHXvb7ySGjTkep4rOW0iTZJv7xNPp9PPvPAl81DFzWv9lt1lkuSJcnn88vv9we1zek2/ZrySL1Pv6acNjX8NtX1nbShtyka7xNtis42BWLP7XbbxzT0NkXjfTpcm+qrU606HtVRYdSpUyfdfffdOuGEE+T3+/W3v/1NgwcPVlJS0pFPRoPn8XjUtWtXp6sBxDTiEAitQMJX9QxW95nSzHUVdb53gKUjLIUO4FegLwScRQzGjohLSl177bX697//rSuuuEJut1vXXnutHnroIaerhTCxLEtlZWVKT08/8KUdQFgRh0BoHXiqWHdSypB0QrJLW/ea9RxRc259T1EB/Hr0hYCziMHYUXusVQR4+OGHtWvXLu3YsUPjx4+3Fy1H9PP7/Vq7dm2tua8Awoc4BEIrkJQy6hkp5XZJPVs0kvtw39Isiy/pQAjRFwLOIgZjR0QmpQAAAKLVkUZKHS1GSgEAgIaOpBQAAEAY2UmpX7EBcn2jrAAAABoSklKIKIZhKDExkSkJgIOIQyC07BFO9SSWLEsq85qHz1lZ5lHvagPg2NEXAs4iBmMH32YQUdxutzp16uR0NYCYRhwCoXUgKWXW+b7fkuYUVR7hKiSlgFCiLwScRQzGDkZKIaKYpqlt27bJNOv+og4g9IhDILSOlJQyJLXK8Ohwz4YNi933gFCiLwScRQzGDpJSiCimaaq4uJgPH8BBxCEQWoERTkY9SSm3S+rWLP4Iu+8xUgoIJfpCwFnEYOwgKQUAABBGdjKpnqTUEVmWZJqMlAIAAA0eSSkAAIAwio+Pr/k/lv+XXcCyJFkHrgMAANBAkZRCRDEMQ+np6eyyADiIOARCKy4uTpJk1DMlwbKkkj3++nff25/MIikFhA59IeAsYjB2sBgBIorb7Va7du2crgYQ04hDILQCSan6Rkr5LWneJm/9F9h/nn0dAMcdfSHgLGIwdjBSChHFNE1t3ryZBe0ABxGHQGjZI5zMupNSLkPqkB0nVz0Phw2TpBQQavSFgLOIwdhBUgoRhQ8fwHnEIRBaCQkJkg4klw51pKRUIJnVqFGjUFQPgOgLAacRg7GDpBQAAEAY2ckk0/eLzjf2nxdIbgEAADRUJKUAAADC6MBIqV+WlAoksxgpBQAAGjqSUogoLpdL2dnZcrn4TxNwCnEIhNaRRkqZllS80yeznt33GCkFhB59IeAsYjB2sPseIorL5VJ+fr7T1QBiGnEIhNaRRkqZlrT4p6r6L0BSCgg5+kLAWcRg7CDtiIhimqaKiopY0A5wEHEIhJbb7VZ8fLwMf3Wd77sMqdtv4uvffW//eUlJSaGqIhDz6AsBZxGDsYOkFCKKaZoqLS3lwwdwEHEIhF5iYpJk1p+UapXpOWJSKjExMVTVA2IefSHgLGIwdpCUAgAACLOkpEQZ/l+30DlJKQAA0NCRlAIAAAizpKQkGfWMlDoSpu8BAIBoQVIKEcXlcik3N5ddFgAHEYdA6CUlJdUkl6zaW+yZllRYWl3/7nv+KvsaAEKDvhBwFjEYO9h9DxEl8OEDwDnEIRB6ycnJkmVKpl9yB38dCySl6rV/pFRKSkooqwjENPpCwFnEYOwg7YiI4vf79c0338jv9ztdFSBmEYdA6AUSSoFRTwdzG1LPkxLkrneh85pzkpOTQ1Y/INbRFwLOIgZjB0kpRBTLslRWViarjukMAMKDOARC73BJKcOQclLcMkhKAY6hLwScRQzGDpJSAAAAYWYnlOpISh2J4atSo0aN5PGwCgMAAGjYSEoBAACEWWpqqiTJ8HmP+VzD77XPBwAAaMhISiGiuFwutWrVil0WAAcRh0DopaWlSap7+p7flBZvqZLfrPtcw19lnw8gNOgLAWcRg7GDcd+IKC6XS02bNnW6GkBMIw6B0DvcSClLUvEuX90nWpYMHyOlgFCjLwScRQzGDtKOiCh+v18rV65klwXAQcQhEHr2SKk6klJuQ7okv1Hdu+/tH1nFSCkgtOgLAWcRg7GDpBQiimVZqqioYJcFwEHEIRB6hxspZRhSeoKrzt33AscHdu8DEBr0hYCziMHYQVIKAAAgzNLT0yVJhq/ymM4LHJ+RkXG8qwQAABB2JKUAAADC7EBS6th23wscHzgfAACgISMphYjidrvVtm1bud1up6sCxCziEAg9j8ej5OTkOkdK+U1p3veVde6+FziepBQQWvSFgLOIwdhBUgoRxTAMZWRkyKhrIQ0AYUEcAuGRnp5eZ1LKklSy11Rdq2gY1SSlgHCgLwScRQzGDpJSiCg+n09LliyRz1fPVtgAQo44BMIjPT1dLl+ldMgirh6XdEWbRHnq+JbGSCkgPOgLAWcRg7GDpBQiDtt+As4jDoHQy8zMlEy/ZNb+wh3nrvvJsGt/UiozMzOkdQNAXwg4jRiMDSSlAAAAHBDYQc+orjjqcwLT99h9DwAARAOSUgAAAA4IjHaqa12p+hi+CjVq1EiJiYmhqhYAAEDYkJRCRHG73erYsSO7LAAOIg6B8AiMdnIdMlLKZ0rvF1XIV9fue9UVjJICwoC+EHAWMRg7SEoh4sTHxztdBSDmEYdA6DVu3FhS3dP39lXXsfeeZcnlq7TPAxBa9IWAs4jB2EBSChHF7/dr6dKlLGoHOIg4BMKjvul7HpfUv21S7d33/NWS6WeRcyAM6AsBZxGDsYOkFAAAgAMOjJTad1THB0ZUMVIKAABEC5JSAAAADrBHSlUf3ULnLh9JKQAAEF1ISgEAADggLS1Nbo9HrqMeKVVzHNP3AABAtCAphYjidrvVpUsXdlkAHEQcAuFhGIYaZ2bWWujcZ0pvrd1Xa/e9wHFZWVnhqiIQs+gLAWcRg7GDpBQiTlVVldNVAGIecQiER1ZWllzVFZIVvNteUpxR61ijiul7QDjRFwLOIgZjA0kpRBS/369Vq1axywLgIOIQCJ/GjRtLpq/mZz+PS/pdfmKt3fdYUwoIH/pCwFnEYOwgKQUAAOCQwFS8o9mBL3AMSSkAABAtSEoBAAA4JJBgclUdRVKqqkLJKSlKSEgIdbUAAADCgqQUIg6L2QHOIw6B8AgkpQ5d7Lzab9U61uWrUBMWOQfChr4QcBYxGBs8TlcAOJjH41HXrl2drgYQ04hDIHzqmr7nM6WZ64KTVLJMGdUV7LwHhAl9IeAsYjB2MFIKEcWyLO3atUuWVfsJMYDwIA6B8AkkmVwHjZQyJOUku3Tw/nuBkVSsJwWEB30h4CxiMHaQlEJE8fv9Wrt2LbssAA4iDoHwqWuklNsl9WzRSO6DvqUFklKMlALCg74QcBYxGDtISgEAADgkMzNT0pF33wu8T1IKAABEE5JSAAAADomLi1NaerqMqorDHhfYnY+kFAAAiCYkpRBRDMNQYmKiDMM48sEAQoI4BMIru0kTuXwHklKWJZV5TR28jAYjpYDwoi8EnEUMxg6SUogobrdbnTp1YvtPwEHEIRBejRs3luHzSqZPkuS3pDlFlfIHJaVYUwoIJ/pCwFnEYOyIyKRUYWGhunbtqszMTN1xxx2suB9DTNPUtm3bZJqm01UBYhZxCITXgcXOaxJPhqRWGZ6g3fdcjJQCwoq+EHAWMRg7Ii4p5fV6ddlll+nMM8/U0qVLtWbNGr366qtOVwthYpqmiouL+fABHEQcAuF1aFLK7ZK6NYsP3n2vqkKNGjVSUlKSE1UEYg59IeAsYjB2RFxSas6cOSorK9OTTz6p/Px8PfTQQ5o0aZLT1QIAAAiJQFIqsJh5XYzqfYySAgAAUSfiklIrV65UQUGB/SSwY8eOWrNmjcO1AgAACI3GjRtLOrCYeS2WJZev0j4OAAAgWnicrsChysvL1bJlS/u1YRhyu93auXOnMjMzg471er3yer1B50qSz+eTz1ezWKjL5ZLL5ZJpmkFD/wLlfr8/aM2q+srdbrcMw7Cve3C5JPn9/qMq93g8siwrqDzQxkPrWF95NLfJsiylpqbKNE35fL6oaFM03ifaFN1tMk1Tqamp9vvR0KaD6xgt94k2RU+bMjMz5fF4FGd6ZbkktyGV7PHLsiSPSzKqK+Vxu9SkSRNJahBtqut+NPT7RJtiq02HfieNhjZF432iTdHdpkAMmqYZNW06Ut2jqU2H1rU+EZeU8ng8SkhICCpr1KiR9u3bVysp9fDDD+v++++vdY0VK1YoOTlZkpSdna38/Hxt2LBBpaWl9jG5ubnKzc3Vt99+q7KyMru8VatWatq0qQoLC1VRcWB75rZt2yojI0MrVqwIuoEdO3ZUfHy8li5dGlSHLl26qKqqSqtWrbLL3G63unbtqrKyMq1du9YuT0xMVKdOnbR9+3YVFxfb5enp6WrXrp22bNmizZs32+XR3KZNmzZp9+7dWr58edS0KRrvE22KjTbt2bMn6toUjfeJNjX8NmVmZurSSy+VGZ8sc/9I8bfW7lNyvKHf5SdK/jh5ml+qE044QZIaRJui8T7Rpthq086dO4O+k0ZDm6LxPtGm6G/T8uXLo65NUvTdp7ratHfvXh0Nw4qwre3Gjh2rwsJCTZkyxS7LyMjQ+vXrlZ2dHXRsXSOlmjdvrh07digtLU1SbGcmG2KbfD6ftmzZopycHLusobcpGu8TbYruNpmmqZKSEp144olyu91R0aaD6xgt94k2RU+bKioq1KdPH/nSclXR+ny5DOmUxnFas71aLkNyl21R0ncfa8iQIbrmmmsaRJvquh8N/T7Rpthq06HfSaOhTdF4n2hT9LbJ5/OppKREOTk58ng8UdGmaLxPh2tTeXm5srKyVFZWZudn6hJxI6W6du2ql156yX69YcMGeb3eOtdRSEhIqDWqSqr5Q3s8wU0L/IEOFbhZR1t+6HV/SblhGHWW11fHYy1vyG2SpC1btqhZs2ZB12vIbYrG+0SbortNgS/izZo1O+a611fudJuOpo7HWk6baJN0fNqUlJSkuLh4eSt3y2fWTNnrkB2ntTuq5TMleffK5/MdWHuqAbTpWMtpE22SIqtNUt3fSRtym6LxPtGm6G5TIAYDx0RDmw4VzW2qr061rnNUR4VRjx49VF5ersmTJ0uSHnroIfXu3bvemwIAANDQZWU1lqu6os73AuUsdA4AAKJNxI2U8ng8evnll3X11VfrjjvukMvl0rx585yuFgAAQMhkZWVp848/SpYlyQh6zyApBQAAolTEJaUkqU+fPioqKtKyZctUUFCgrKwsp6uEMHG5XMrOzq53ah+A0CMOgfDLzMyULEuGzyvT1UjFO30y9y8lQVIKCD/6QsBZxGDsiMiklCTl5OTo0ksvdboaCDOXy6X8/HynqwHENOIQCL/ADsNGdYXMuEZa/FOV/Z5RXSHDMJSenu5U9YCYQ18IOIsYjB2kHRFRTNNUUVFR0Cr+AMKLOATCz05K+SrkMqRuv4mXa/8sPqO6QqlpaUe9YCiAX4++EHAWMRg7SEohopimqdLSUj58AAcRh0D42TvrVdckpVpleuyklMtXoSym7gFhRV8IOIsYjB0kpQAAABx28PS9IJYpw+e13wcAAIgmJKUAAAAclpGRIUkyfJVB5YHXJKUAAEA0IimFiOJyuZSbm8suC4CDiEMg/A6MlKqUaUmFpdUyrZrX0oGkFYDwoC8EnEUMxg5WzERECXz4AHAOcQiEXyDp5PJV2EkpSXLvn85HUgoIL/pCwFnEYOwg7YiI4vf79c0338jv9ztdFSBmEYdA+CUmJio+Pl5GdaXchtTzpAS5DabvAU6hLwScRQzGDpJSiCiWZamsrEyWZTldFSBmEYdA+BmGofSMDBm+ShmGlJPilmEcmL6Xnp7ucA2B2EJfCDiLGIwdJKUAAAAiQGZGhlw+b1BZYKQU0/cAAEA0IikFAAAQAdLT0yV/lWQemKpg7E9SMVIKAABEI5JSiCgul0utWrVilwXAQcQh4IxA4sms9mrxlir5TUZKAU6hLwScRQzGDnbfQ0RxuVxq2rSp09UAYhpxCDjDHg1VXaHiXUmSapJShsullJQUB2sGxB76QsBZxGDsIO2IiOL3+7Vy5Up2WQAcRBwCzggkpTxmtS7Jb7R/9z2vUlNTeVIMhBl9IeAsYjB28A0HEcWyLFVUVLDLAuAg4hBwRlpamiTJ5a9UeoJLhiG5fF6l7y8HED70hYCziMHYQVIKAAAgAgSSUoavqqbAsmT4Ku1yAACAaENSCgAAIAIcSErV7Lgn0ydZJkkpAAAQtUhKIaK43W61bdtWbrfb6aoAMYs4BJwRSD6ZVRWa932lzKqa5FRqaqqT1QJiEn0h4CxiMHaw+x4iimEYbHsNOIw4BJwRSD5ZPq9K9ppy+UlKAU6hLwScRQzGDkZKIaL4fD4tWbJEPp/P6aoAMYs4BJyRkpIiSYqz/LqiTaLizGpJJKUAJ9AXAs4iBmMHI6UQcdj2E3AecQiEX3JysgzDkPxexbkNGSYjpQAn0RcCziIGYwMjpQAAACKAy+VSUnKyDP/+3fd8jJQCAADRjaQUAABAhEhNSbGTUoH/DUzrAwAAiDYkpRBR3G63OnbsyC4LgIOIQ8A5ycnJ8ldV6P2iCvmrKu0yAOFFXwg4ixiMHSSlEHHi4+OdrgIQ84hDwBkpKSkyfNXaV2XK8FfbZQDCj74QcBYxGBtISiGi+P1+LV26lEXtAAcRh4BzUlJS5PG41b9tkuJUs+MQI6WA8KMvBJxFDMYOklIAAAARwk5AmX5p/0gpklIAACBakZQCAACIEElJSfv/n2VP3ztQBgAAEF08TlcAAAAANewElFWzplR8QgKLvAIAgKjFSClEFLfbrS5duvAFHHAQcQg4Jzk5WT6fT+8s+0G+qkolMXUPcAR9IeAsYjB2kJRCxKmqqnK6CkDMIw4BZyQmJkqSkj2WDLNayUzdAxxDXwg4ixiMDSSlEFH8fr9WrVrFLguAg4hDwDlJSUnyeDy66LRmijcsO0kFILzoCwFnEYOxg6QUAABAhLCTUJYpmdUscg4AAKIaSSkAAIAIEUhKGaYpWYyUAgAA0Y2kFCIOi9kBziMOAWcEklC+6qqg1wDCj74QcBYxGBs8TlcAOJjH41HXrl2drgYQ04hDwDlJSUny+Xya8850SSSlAKfQFwLOIgZjB0kpRBTLslRWVqb09HQZhuF0dYCYRBwCzsnLy9OVV16pvXv3yuv1qk+fPk5XCYhJ9IWAs4jB2MH0PUQUv9+vtWvXsssC4CDiEHCO2+3Wf/7nf6pHjx76+9//rrZt2zpdJSAm0RcCziIGYwdJKQAAAAAAAIQdSSkAAAAAAACEHUkpRBTDMJSYmMi8YcBBxCHgLGIQcB5xCDiLGIwdhmVZltOVOF7Ky8uVnp6usrIypaWlOV0dAAAAAACAmHO0+RlGSiGimKapbdu2yTRNp6sCxCziEHAWMQg4jzgEnEUMxg6SUogopmmquLiYDx/AQcQh4CxiEHAecQg4ixiMHSSlAAAAAAAAEHYkpQAAAAAAABB2JKUQUQzDUHp6OrssAA4iDgFnEYOA84hDwFnEYOxg9z0AAAAAAAAcN+y+hwbJNE1t3ryZBe0ABxGHgLOIQcB5xCHgLGIwdpCUQkThwwdwHnEIOIsYBJxHHALOIgZjB0kpAAAAAAAAhB1JKQAAAAAAAIQdSSlEFJfLpezsbLlc/KcJOIU4BJxFDALOIw4BZxGDsYPd9wAAAAAAAHDcsPseGiTTNFVUVMSCdoCDiEPAWcQg4DziEHAWMRg7SEohopimqdLSUj58AAcRh4CziEHAecQh4CxiMHaQlAIAAAAAAEDYeZyuwPEUWB6rvLzc4Zrgl/L5fNq7d6/Ky8vl8UTVf55Ag0EcAs4iBgHnEYeAs4jBhi+QlznSMuZRdXd3794tSWrevLnDNQEAAAAAAIhtu3fvVnp6er3vR9Xue6ZpasuWLUpNTZVhGE5XB79AeXm5mjdvrh9++IEdFAGHEIeAs4hBwHnEIeAsYrDhsyxLu3fvVrNmzeRy1b9yVFSNlHK5XMrNzXW6GjgO0tLS+PABHEYcAs4iBgHnEYeAs4jBhu1wI6QCWOgcAAAAAAAAYUdSCgAAAAAAAGFHUgoRJSEhQaNGjVJCQoLTVQFiFnEIOIsYBJxHHALOIgZjR1QtdA4AAAAAAICGgZFSAAAAAAAACDuSUjguvF6v/H7/EY+zLEter1eSZJqmKioqxGA9IPT27dsn0zSdrgYAAAAA2EhK4bho06aNPB5PrR/DMGqVnXDCCZKk4uJitWzZUnl5eUpMTNQJJ5ygvLw8+ycpKUndu3ev8/d98MEHOuecc4LK/vjHP2rWrFmhbirQ4Hi9XjvWUlNTlZWVFRRraWlpysvLk8/nCzpv7dq1at68eVDZiBEjNHHixHBWH4haw4cP18cff3zE41atWsUDHOA4eeWVV7Rs2TL79UsvvWS//vHHH494fmVlpb777jt99NFHGjt2rJ5++umQ1RXAAfPnz9fWrVvt16+99pqKioocrBGOF5JSOC7WrVsnv98vn89n/4wbN04FBQVBZX6/X6WlpZKkk08+WSUlJfr+++911lln6fXXX9fGjRu1ceNGrV+/Xqmpqbr99tvr/H2NGjUKWvRu8+bNmj59uqqqqvTFF1/oiy++0FdffRWWtgORLiEhQVu3btWmTZt05ZVX6tFHH7VjbePGjcrPz9ctt9wij8cTdN6hcbZv3z69/PLL8vl8dpx98cUXtZJZAI5OXFycpk6dethjSkpK1LlzZ/3000+SpKqqqqMamQygNsuyNHLkyKCk1PTp01VYWKjVq1fr9NNPt2Mt4A9/+IO6deumU045Rbm5ucrMzNQFF1yg8ePHq7i4WKWlpdqzZ0+4mwI0WEuWLNF5552nffv2BZVv3bpVGRkZ9Z73t7/9zf634fbt23XjjTfq3//+dyirijDxHPkQ4MgO3RWhpKREo0aN0vTp02sdGxcXV6ts+/btys7Otl/PnDlTGRkZuvzyy4OOM01T1dXV9hNjn88nwzA0ZswYnXTSSZo9e7akmqfKHTp0UEFBwa9uGxBNDo21r776Shs3btSNN94YdFxlZaU93c/v98uyLD3zzDOKj4/XokWLtGjRIhUVFckwDC1cuDCsbQAaqvnz5+uPf/yj/bqiokLx8fHKy8uzy9asWaOkpCT79XfffaeCggI1a9ZMkvTkk0/queeek8t14Lnijz/+qL59+2rGjBmhbwTQgM2ZM0c+n0/XX3+9XeZ2u5WcnKzTTjtNAwYM0IsvvqhRo0bZ7991111KTk7WSSedpOTkZA0cOFAXX3xx0DUAHL2uXbvq8ssv1+bNm3XKKafoiSeekGVZqqiokN/v1+OPPy5Jys7OtvvMFStWaM2aNfrf//1fSdLEiRPVrVs39enTJ+jalmXJMIzwNgi/GkkpHHeWZenGG2/Uzz//rLy8PK1atcqeIlQX0zRVVFRkT+uTpPHjx+vOO+8M+tIt1SSbLrzwQlVWVqq6ulotW7bUzTffrHfeeUepqal64oknlJGRoY4dO+quu+4KaTuBhujbb78NirVx48bp5ptvVmpqql32888/q02bNvL5fNqzZ49atmypP//5z3r66aeVkZGhv//972rfvr3OOecc4gw4Bn6/Xzk5OXWO5K2srFRiYqLi4+PtY03T1Ndffx30gGXEiBEaMWKE/Xr8+PF67LHHdPfdd4e+AUAD9/jjj+vcc8+14ywgMFL4iSeeCHrQ6vV6deaZZx7xH7mmacrv99f54BVAjaKiIp155plKT0+XZVm6//77tXr1ao0cOVLvv/++qqqqFB8fr4KCAq1YsUJPP/20nZR64IEHdO6556ply5b6+eef9dRTT0mSMjMzlZ6eLqkmDvfu3att27bJ7XY71k4cO8NikQIcZyNHjtRnn32m1atXa8WKFRo7dqxWrFihDz/8UFlZWbWOX7dundq2bav58+erR48e+uSTT9S7d2/l5ubK7XbrL3/5S61/+F588cXy+XyaMWOGpk2bplNPPVV79uzRgw8+qPz8fJ166qn8Yxk4xL59+5SamqrJkydr8ODBWrdundq3b6/s7GwlJCTod7/7nZ577jn7+Jtuukkff/yxlixZos8++0w+n0/5+fm6/vrrdf7556uiokIvvviigy0CGpZ58+ZpxIgRh01KBb6WLViwQFdccYV27dqljIwMJSQkaNOmTSotLVWTJk1kWZZGjBih2bNna+7cubXWfwMQ7NNPP1WvXr00YMAAVVZWavny5XK5XNq6datSU1PtEYqWZalNmzaaNm2aTjnlFCUmJtr/wP3+++8VHx+v6upqZWZm2g90qqqq1KtXL02ZMsWx9gENyQsvvKBXX31VX375pVJTU1VaWqrKykq1bdtWJSUlmjdvnoYPH65FixZp8eLFKigoUJ8+fTRr1iwNHjxYO3fu1KWXXqqvvvpKr776qtPNwa/ESCkcV6NGjdIbb7yhBQsWqF27dpKk5557Tv369VPPnj31ySefqGnTpkHnLFu2TLm5ubr11lu1ePFi9erVS5ZlyefzqUWLFrr44ouDjt+4caPmzZun3Nxc9ezZU4sXL1ZCQoIWLlyoHTt2qKioSD169NCePXuUkpIStrYDke7rr79WVlaWRo8erb59+9qjoSSpW7du6t27t33snj179NZbb8nj8eg//uM/9OWXXyorK0uFhYVKSEjQG2+8oWHDhmnHjh11JpsB1G3FihVB0/UCDn1GePbZZ6ukpETNmjXTokWLVFZWpksuuURNmjSRVPNE+Omnn9by5ctJSAFH4PV6NWzYMHuTnDfffFMej0cul0vt2rXTxIkTdd5556miokIJCQmqrq5WfHy8tm/fLqkmPu+66y599913crlcat26tT744AM9+eST6tGjh5NNAxqc6upqPfHEE/YI30NnxgQYhiGfz6ebbrrJnsL+6aefatasWVq1apU++OCDsNUZocVC5zgu9u3bp+uuu06vv/66Pv30U/3mN7+x34uLi9OMGTPshSF37NgRdO7s2bM1bNgwnXHGGXr44Yft8qlTp+qkk07SGWecEXT8mDFjNGDAAOXl5enmm2/W0KFDdeaZZ+rll1/Whx9+qKKiIpWUlOi0007TZZddxiLMwH6zZ8/WlVdeqeuvv1633XabXT5//nz99NNPQfPyx48fr0svvVQpKSl69NFHNXz4cBUUFOj+++/XK6+8oh9++EFpaWn67W9/q7PPPltlZWVONAlocDp37hy00UDgZ926dZJkr+UmSYWFhcrKylLz5s21cOFCFRQUqLKyUn6/X263W2lpaUpMTJRUM1KDwe9A3d544w01b95cN9xwgyQpPj5eLpdLfr9fxcXFOumkk+xjDcOwp/eZpql58+apV69eKi0t1dSpU2UYhk4++WRNmTJFw4YN04ABA/TZZ5+purrakbYBDc1jjz2mXbt2acCAAZJqYi4nJ0ctWrTQtm3blJGRod///veSpGeffVaWZWnYsGGSpPPPP1+rV6+2H+68/vrrysjIUEZGhho1anTEzUMQmRgphV/t559/VkFBgU488UR9+eWX9lPcgyUmJmr27Nn67W9/q/Hjx2v06NGSpC1btujdd9/V2LFjlZqaqjPOOEM9evTQGWecoXvuuUeTJ08Ous7SpUu1YMECjR8/XmPHjtWf//xnnXLKKSovL9fixYt12WWX2ce2bt1aEyZMqLWjGBCLKioqNHnyZM2cOVPdunVTt27d9M9//lNXX321br/9dt133312rGzatEkvvfSS3nnnHS1YsEB9+/ZVTk6OXnvtNX3++ecaNGiQfd2EhARNmTLFns8P4PAOHim1adMmnXjiifbUoBYtWsjr9dqJpmnTpukPf/iDpJrk8QUXXKAWLVpo79698ng8Ki8vV8eOHeVyueT1evX111+rTZs2jrQLiGSDBw/W73//e7333ntB5YFkcG5ubq1ztm3bpu7duys7O1txcXFKTk7WXXfdpa+//lplZWUqLCzU0KFD5fP5dPPNN6ugoECTJk0KS3uAhurzzz/XqFGj1Lx5c/Xp00fvv/++LMvS1q1ba03fGzFihIYMGaI+ffrYC5xLNX1lwKBBg4Km7/FwpmHiX+v41Ro3bqwXX3xRPXr0qHf4pSRlZGTos88+C9r567777tPll19uf7hMmzZNffv2VceOHdWrVy/16tUr6BobN27U2LFjgxaSPPfcc/XII4/of/7nf+ydUObNm6ehQ4cGfWgBseypp55Sfn6+unfvLkl6++23dfbZZ2vGjBlKT0+3nx5LNWtm3H333crMzLTLCgoK9Nprr6l///667777JNXE46mnnqpWrVqFtS1AQ9a5c2d7TalLLrlEAwcOtBdyHTdunLZs2aL8/HxJNTG2YcMG9evXT3PnztW4ceP0l7/8xb5WYNH0uqYDAjjA5XLV+dB01qxZ6t69e62FzyWpadOmWrlypRITE7V+/Xpt27ZN5557rgoLC+XxeDR06FA1btxYd911l4YOHSq/3x+OpgAN1ooVK9SnTx8NGTJEq1atks/n08yZM4NGCB/MsiylpaXVu1lWXdh5r2Fi+h6Oi549ex42IRVwwgkn2Me99957mjZtmh555BH7/by8POXk5Oijjz5SXl6eKisrg87v379/0GiogLp+99HUB4gFy5cv15gxY/T000/bZU2aNNFpp52m2bNnq3Xr1tq9e7f93jnnnKMbb7yx1nWIM+D4Gj58uEaMGKH169frlltu0UMPPaTCwkL7/SlTpuiKK67QWWedZY/YAHB8+P1+TZkyxZ4mdLDAaIvAqMXWrVtry5Yt6tSpk9q2bauTTz5Z69ev18SJE9WhQwcNGTKE3b6AIzjxxBM1YcIEDR06VFLN2m5XXXWVvTPtodP3jibRe/D0vfT0dF100UWhbgZCgH9NIGS8Xm+9HyYff/yxrrrqKk2YMEHNmzfXkiVLNGzYMHXo0EF9+vRRYWGhFixYoLy8PN1yyy2aP39+UBb90KGZpmnq7rvvVocOHewvB/Vl3YFYsmrVKl1wwQUaPny4unTpojVr1mjkyJE6+eSTlZ+fr3Xr1qmsrEwnnXSSbrzxRs2ZM8deF6OuOHvuuefsOLvooouIM+AXWrJkiXr27Kl+/fqpTZs2+v7777V27Vpdfvnl9jGGYejss89WWlqaFixYoFdeecXBGgPRZcKECSotLdWf/vSnWu+dc845Wr16tf26vLxc9913n4YPH26XbdiwQT/88IMGDRpEQgo4Ck2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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 11. 基于评分分组的时长分析\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.violinplot(x='rating_level', y='duration_minutes', data=df, order=['不及格', '及格', '良好', '优秀', '神作'])\n",
    "plt.title('不同评分等级的动漫时长分布')\n",
    "plt.xlabel('评分等级')\n",
    "plt.ylabel('单集时长(分钟)')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "14e04eb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ACAkJITs7m6CgIPz9i95tioyM5JVXXmHu3Lmkp6czduxYhg0b5o3hi5RKdrudGunfe3sYIiJynZTPRUR8n91up1GjRt4ehkipUOrKsp9//jm7du1i6dKlVKpUyfMvNTWVqKgoNmzYUOyY0aNHExUVRbdu3Rg2bBjx8fG89tprXhi9SOlkmiYnq8X+/1R+ERHxVcrnIiK+zzRNUlJSrnkhaJGyrNTNlHrkkUe43BOFhw4dumS7v78/y5cvZ/ny5TdxZCK+yzRNsis2ptrpHwE97iEi4quUz0VEfJ9pmpw6dYr69evr8T0p9/QNEBERERERERGREqeilIiIiIiIiIiIlDgVpUTKAbvdTuWMndi0U5OIiE9TPhcR8X12u526devq0T0RSuGaUiJy49ntdqpk7PT2MERE5Dopn4uI+L7zRSkR0UwpkXLBMAzSbnkA06Y6tIiIL1M+FxHxfYZhsHv3bgxDs15FVJQSKQcsyyI3qBZg8/ZQRETkOiifi4j4PsuyyMzMvOyu8yLliYpSIiIiIiIiIiJS4jT3uxRrPepv3h6ClBF+dphxh7dHISIiIiIiInKBZkqJlAOGCdXTv9duTSIiPs5utyufi4j4OLvdzq233qrd90TQTCmRcsECQnMOeHsYIiJynex2u/K5iIiPs9vt1KhRw9vDECkVVJoVKQccNjhSp6d2axIR8XGGYSifi4j4OMMw2LFjh3bfE0FFKZFywWaDAv8wtFuTiIhvsyxL+VxExMdZlkVeXp523xNBRSkREREREREREfECFaVERERERERERKTEqSglUg4YJtQ6sRmb5fb2UERE5Do4HA7lcxERH+dwOGjatCkOh8PbQxHxOq2SKVIOWEBwXpq3hyEiItfJZrMpn4uI+DibzUZ4eLi3hyFSKmimlEg54GeHg/X7Ytr8vT0UERG5Dm63W/lcRMTHud1utm3bhtutWa8iKkqJlBP6A0ZEpGxQPhcR8X2GYXh7CCKlgopSIiIiIiIiIiJS4lSUEhERERERERGREqeilEg54Dah3rFPtFuTiIiPczgcyuciIj7O4XAQFRWl3fdEUFFKpNzwc+dSuA+fiIj4MuVzERHfV6FCBW8PQaRUUFFKpBw4v/uepcVxRUR8mmEYyuciIj7OMAySkpK02LkIKkqJiIiIiIiIiIgXqCglIiIiIiIiIiIlTkUpEREREREREREpcSpKiZQDbhMapq7BZrm8PRQREbkODodD+VxExMc5HA5iYmK0+54IKkqJlBtuv2DA5u1hiIjIdVI+FxHxfQUFBd4egkipoKKUSDngZ4cjdXpi2fy8PRQREbkOhmEon4uI+DjDMNi5c6d23xNBRSkREREREREREfECFaVERERERERERKTEae63SDlh16K4IiJlgvK5iIjvc+79kqNfxCunyw0T8cbP3h7Cf0RFKZFy4PzueyIi4tv8/PyUz0VEfJxyucgFenxPpBywAblBtbC0W5OIiE+zLEv5XETExymXi1ygopRIOeCwQ9otD2i3JhERH2cYhvK5iIiPUy4XuUBFKRERERERERERKXEqSomIiIiIiIiISIlTUUqkHLAsqODKBCxvD0VERK6DzWZTPhcR8XHK5SIX6CFWkXLAsKDesU+8PQwREblODodD+VxExMcpl4tcoJlSIuWADciq2BhLX3kREZ9mmqbyuYiIj1MuF7lA3wKRcsBhh1PVYrFsDm8PRUREroNpmsrnIiI+Trlc5AIVpUREREREREREpMSpKCUiIiIiIiIiIiVORSmRcsCyIDgvDe3wISLi22w2m/K5iIiPUy4XuUC774mUA4YFtU5s9vYwRETkOjkcDuVzEREfp1wucoFmSomUA3YbnAmP0g4fIiI+zjRN5XMRER+nXC5ygb4FIuWA3QZnw6O0w4eIiI8zTVP5XETExymXi1ygopSIiIiIiIiIiJQ4FaVERERERERERKTEqSglUg6YFlTKOQCY3h6KiIhcB7vdrnwuIuLjlMtFLiiVRank5GTatGlD5cqVGTVqFJZ19a0yExMTqV+/PrVr12bVqlUlMEoR32FaUCP9e+yW4e2hiIjIdbDb7crnIiI+Trlc5IJSV5RyOp307NmT1q1bk5SUxK5du1ixYsUVj0lOTqZ///6MGzeOTZs28cYbb7B3796SGbCID7Db4GS1WEwtpigi4tNM01Q+FxHxccrlIheUuqLUZ599RmZmJn/5y19o1KgR06ZNY/ny5Vc8ZtmyZXTq1ImhQ4cSGRnJ8OHDWblyZQmNWKT0s9sgu2JjSuFXXkREfgfTNJXPRUR8nHK5yAWl7luwY8cOYmNjCQ4OBiAqKopdu3Zd9Zj777/f8/quu+7ixx9/vKnjFBERERERERGR/5yftwfwW1lZWTRs2NDz2maz4XA4OHv2LJUrV76mY0JDQ/n1118v+xlOpxOn0+l5nZmZCcCZM2dwu91A4XO+drsd0zQxzQsL0J1vNwyjyFpXl2t3OBzYbDbPeS9uBzAM47LtNleep91tgg1wXFRGtCwwrMu3222F/84zrcJ/l2t32MB2UbthgsXl2/1+U9J0//9l+j3tiqmEYrJDTp6TTKcNh2kCFpbNv8jYbZYLsGHZiqYFu+XCKtZuYbfcWNixikw7vly7id0y/n+K8oWLYLMMbJiYNj8Kr9DV2t3YsDCLjd2tmLwQU0ZGxg3Pexfz8/PDsqwi7ed/Jvw2N1+uvTTkcsWkmG5kTIZhkJPnJCvfwG4ZpTpHlMW8VxZjUi5XTIpJubzwM8tP3iurMWVlZZWq71NGRkZhhFdZI7zUFaX8/PwICAgo0hYYGEhubu5li1K/PeZ8/8uZPn06EydOLNZ+cWFLpKx52NsDkLJn2qVzsoiI+BDlchGRsmF6mLdHcEnZ2dmEhV1+bKWuKFWlShWSk5OLtGVnZ1OhQoUrHnPq1Klr7j927FheffVVz2vTNDlz5gxVq1bFdvFUE5EyIisri3r16nHkyBFCQ0O9PRwREfkPKZ+LiPg+5XIpDyzLIjs7m9q1a1+xX6krSrVp04alS5d6Xh88eBCn00mVKlWueMzWrVsZMmQIAD/99BN16tS5bP+AgIBis7HCw8Ovb+AiPiA0NFQ/+EREygDlcxER36dcLmXdlWZInVfqFjq/7777yMrK4p133gFg2rRpdO7c2fNM4m+fbQTo1asXq1ev5ueffyYnJ4e33nqLrl27lvTQRURERERERETkGpW6opSfnx/Lli1j+PDhVKtWjfXr1zNz5kwAKleuzM8//1zsmOjoaF566SViYmKoU6cODoeD+Pj4kh66iIiIiIiIiIhco1L3+B7Aww8/TEpKCj/++COxsbFUrVoVuPKq7VOnTqV///4cO3aMDh06XHFNKZHyJiAggPHjxxd7bFVERHyL8rmIiO9TLhe5wGZdbX8+ERERERERERGRG6zUPb4nIiIiIiIiIiJlX6l8fE9Efp+8vDxOnTpFREQE+/fvp2bNmlSqVOmSfU3TxO1243K5yMnJISsri1OnTpGamsq+ffs4c+YM8+bNu+Lnud1u0tPTOX78OKmpqWzbto3t27fz3nvvUbly5ZsRooiIiIhImZSWlkatWrWKtOXn52OaJsHBwV4alUjJ0EwpkVJg8+bNtGnTxvP63LlzmKZZpI9hGBQUFACQlJRU5L0vvviCyMhIsrKymDNnDj179sTlchX7HJfLRdOmTbn99ttp164dvXv3pnXr1ixdupTdu3dTuXJlYmNjOXfuXJHjJk+eTHBwMFWrVqVmzZrceuut1K1bl6FDh7Jo0SJSUlJo2LAhycnJN+qSiIiUGydPnsTtdhdrz8/PL5HP37RpEykpKSXyWSIiZd23335LzZo1i7Tl5eXRpUsXvvvuu2L909PTadGiBZ9//jlQ+Du/aZosXLiQ++6774rrKouUBSpKiZQCQUFBRe6ChIaGEhYWRnh4OOHh4YSGhhIYGMi0adNISUmhc+fOrF271tN/3bp1DBgwgNDQUP76179y5513kpWVBRT+YDvP39+fffv2cfDgQXbs2ME333zDrbfeyuTJk5k0aRIvvvgicXFxhISEFBnfuHHjyM3NZcaMGfzwww8cPnyYatWqkZiYyMcff8ypU6eYMGEC9957702+UiIivqVXr16MHj36su87nU46dOjA1KlTPW0FBQUYhsHdd9/NrFmzrnj+KVOm0K9fvyJte/fu5f777+f48ePXNMbFixd7djoWEZHrExgYSGBgoOe1YRjExcVx4sQJGjVqVKSvaZoMGTKEkJAQevToQePGjbn99tt59913mTx5MidPniQiIoJmzZpRr149Tp48WdLhiNx0enxPxIuys7M5evQoaWlpOJ1O9u3bR8WKFYsUki5l7dq1PProo4SGhtKqVSvWrVtHWFgYGzZsIC8vD6fTyQcffMC5c+d4/PHHWbp0KXv27KFz584EBQVRoUIFLMsiNzeXtLQ07rvvPhwOBwEBAZ5H8yZNmkR8fDymaWK3F9avv/vuO9LS0njjjTc8Y/n4448JCAigevXqQOGjfX5+Si0iIlB4M+ByOwLn5+czePBgTp48ybp165g0aRItW7bENE1atWrF4cOHWb16NXPmzCE8PBzDMFi7di2tWrXynOO3f/ycOHGC7t27c/fdd3t2L77Y7NmzSUhIICgoyNPmdDpxuVyeu/QFBQVkZWWRk5Nzoy6DiEi5ZBgGTz31FEeOHGHLli1UqVLF815GRgaDBw/m9OnT7N27l759+/LEE0/Qr18/2rZty7hx43jllVe4++67GTduHD169PBiJCI3j/5yFPGilJQU3nrrLbZv386pU6eYPXs27du3Z9CgQZfsf376bpcuXUhISKBatWrMnj0bp9PJe++9R+fOnVmxYgWJiYl8+umnRY5t2rQpR48eBQof4+vTpw9Op5PQ0FD+8pe/MHDgQJYvX859991X5LgxY8awYMEC/P39sSwLp9PJtGnTKCgooGnTpkDhtrbh4eEUFBTQsGFDfvnllxt9qURESr2PPvqIl19+uUhbeno6fn5+rFy5skj7559/ToUKFahevTo7d+6kdu3azJgxg/79+zNo0CAiIyNZsGABgYGB/Pd//zf79+9nypQpV/z8kydP0rlzZzp06MDSpUs9NxQuZpomffv25a233qKgoID333+fAQMG4Ofnh9PpZOnSpTz33HP4+/tf9/UQESnPzp07R58+fTh9+jSbN28mPDy8yPuVKlWie/fuxMXFERQUxIwZM7jllltYvnw5DRo04JVXXgFg7ty51K1b1wsRiJQMPb4n4kUtW7bk7bffpm7dujRp0oSZM2eSlJREUFCQ57G98wWfsLAwKlSowL59+wCIj48nKCiIBQsWFPshB3gKSL+ddbV79246dOiAYRh88MEHmKZJo0aNePvtt3nooYcYPnw4O3bs8PSfNWsW586dIyMjgx07dlCjRg3ef/99atSoQWJiInXq1OHrr78mIyOD3NxcFaREpNxyOp2Eh4dz6NAhz79HH32Ul19+uUhbamoqAA0aNGD+/PkMHjyYO+64gzVr1vDwww+zbds25s2bR2xsLC1btmTKlClFZkNdyr59+2jfvj3t27dn2bJllyxInWez2cjLy6OgoICnn37a09cwDEaMGIFpmiW2npWISFngdrvJysoiPz+fgoICLMvCbrfTpk0bPvnkEwIDA8nPzyc/P5+8vDzOnj2Lw+Hgj3/8I/Hx8dSvX5+BAwfStWtXli1bxqFDh4iJiSEmJobnn3++2GPaImWJZkqJeFlWVhb/+Mc/qF69OtHR0SQnJzN//nygcKHEl19+udjC5hcfO2LECDZt2sSAAQMIDAwkJyeH3Nxc6tevj9vtJjExkXbt2rFt2zZmzZrFhg0beP311xkzZgx2u50+ffoQHBxMt27d+Prrr3n22WdZsGAB7du355tvvgEKZ1atWLGCMWPGMHr0aB5//HHi4+Np0aIF48ePJzY2lmeeeYYnn3ySyMhIwsLCSuz6iYiUFlcqBF2p7xdffFHkvY4dOzJ8+HB69+59yWPz8vIwDAM/Pz/cbjeGYRAaGsqAAQP4r//6L5xOp6evYRie96HwhoXD4eCBBx7wrD14/nHA87Nx27Rpg9PpZNu2bZ7jRETk8n755RdiYmI8S2Tk5+dTvXp1LMti4sSJRdZrNU0Tf39/MjMzgcLfs/v168djjz12yXOnpaUxd+7cEolDxBtUlBLxsqVLl1K7dm3q1q1LSEgIc+bM4aGHHiIgIMDTJzMzky1btvDoo4962v785z/TpUsXZs6cyaZNm3j33Xev+PheWFgY2dnZJCUl8eabb1KzZk3P4upLly4lLy+P559/nqSkJDZu3OjZ6W/ixIksWrQIwzBYuXIlDz30EAAbN26kVq1aDBw4kCpVqhAfH8/ChQvp0qULmzZtuslXTUSk9LHZbL+rv9PpxM/PD4fDcdW+52cvBQQEsGTJEkaNGkWFChVwuVyYpsmHH36I2+1m0qRJRWZVuVwuunbtyscffwwUrmPl7+/P//7v/5Kbm0tISAiJiYlA4VpSd9xxB//6179+V4FNRKS8i46O9ux8nZSURO/evTl06BD5+fnUqlWL7777jubNm1/y2PNrvH711VeXPf/QoUNvxrBFSgUVpUS86PDhw8yYMYMpU6awatUqpk+fTlhYGPHx8TRt2tRzx2TXrl307duXpKQkIiMjycnJYfHixYwYMcJzrueff56KFSty5swZMjMzadGiBefOnePdd9/lnnvu4bbbbuPvf/87AEuWLGHJkiVA4Vbg48aNY9CgQTz11FPYbDa6d+/uOW/jxo2Jj49n27ZtDBw4kIoVKwJw5MgRatWqhZ+fH/n5+VSpUoX333+/2Ba4IiLlhWmav6vviy++yMaNGy9ZlBo5ciQjR44kNTWVOnXq4HA4cDqdbNiwgZdeeomXXnoJgISEBJKTk1mxYgXff/89vXv35uDBg5ddE+rcuXOejSlsNhsvvPACb775puf9F154AbfbfdnF2UVE5NoFBgYydOhQxowZ47k58Fu7du2iadOmnhsEl1O5cmV69ux5M4Yp4lUqSol4UWJiIs888wzR0dGsWrWKqKgojh07xpYtW1i4cCGHDx8GoG3btgwcOJBhw4bx7bffsmjRIjp27EitWrU851q0aNEVZ0oZhkGVKlUIDQ0t8gdQRkYGlmUxe/ZsZs+eDRTeLX/iiSeYN28e/fv3B+C5554jISGBwYMHA1CzZk2+/fZbGjRowFdffcXo0aOJi4u7mZdLRKRUs9vtpKWl0aBBA0/b+YXOV6xY4WmrWrUqpmmyePFiLMu67Awrt9uNv7+/J9deTWxsLLVq1WL+/Pm8+uqrl+xz/PhxoqOjGTt2LGvXrsU0zSKPXOfk5BAUFOT5eSAiIv+5goICRo8eTVRUFHPnzvUsXn5ecnIypmkSHBxMQkICHTt2pHHjxhw4cIAJEyZQrVo1hg8fzvDhw8nOzvZSFCI3l4pSIl706quvYhgG27Zt87RNmDCBnj17EhER4SlKAbz++us0adKEb775hqlTp171bgoU3ol3uVwEBATgcDg8z65fbMqUKWRkZJCQkHDFc9lsNkaMGMHIkSMBOHPmDK1atcJut+NyuWjWrNm1hi0iUib17t272DpQAwYMoHHjxkyYMOGSx4wcOZKVK1cSFBR02eJU27ZtKSgoYObMmVd8hCM3N5d58+bRtWtXYmNjadeuXbE+Bw4cYMiQIQwYMIDJkyfTrl07Jk2aRLdu3fj+++/p168fY8aMufagRUTkknbv3s3AgQPp3bs3a9asoVu3bqSnpzNhwgTPbNYZM2YwcOBA9u3bx3PPPUelSpU4evQoMTEx/Prrr/j7+7NixQoOHz5M+/btvRyRyM2hBQNEvMzhcOByuXC73UDhne5x48bx9ddf8z//8z8EBQUBUL9+ffbv34/b7aZ58+Y88MADnnMYhsEf/vAHbDYbTz/9NBs2bMBms+FwOAgMDPSc+2KWZXHy5EmOHDlyTY9pGIbB/PnzSU9PJz09nRo1arB9+3bS09NZv369Z4FcERG5dnPmzOHkyZOeR/Iu3qXvwIEDAGzdupXTp09fsSD16aef0qRJE2w2G+PHj6dbt26sWbOmSJ+srCz+9a9/0bp1awD8/Pz429/+xnPPPce8efN48sknWbt2LVWrVr15AYuIlHFnz57l+PHjtGrVipiYGIYMGcK9997Lp59+yttvv+3ZbfXLL79k/fr1xMfHYxgGixcvJikpibp165KUlMSzzz7LqFGjSEpKok+fPt4OS+Sm0UwpkVLA6XR6tt8eMmQIUDiLauvWrbz++uuefvXr16d+/fqeXfHOy8/P54svvqBz585F2k3TpKCgAD+/4l91y7Jo06YNISEhLF++/KpjzM/PZ+TIkZ67/YGBgXTs2NHz3i233HLN8YqIlBeGYVzTWlOPPPIIMTExtG3bltjYWKBwlz248q5+Z8+e5cMPPyQxMZEpU6bQunVr2rZti7+/PwMHDmTx4sXMmjWLmJgYVqxYQfv27alUqRJQ+LPnyJEj1K9fn1deeYW77rqLf//734SFhVGrVi3tvCci8h/Ys2cPlSpV4r333qNLly6e9k6dOvHLL78watQooqKiPL+DV69e3fN3AMCdd94JFK7rGhYWxrp16/jnP//JsGHDSjwWkZJgszS9QUREROSm6NGjBy1atGDGjBlX7bt9+3aio6NxOBz86U9/4oMPPsAwDFJSUi47o7VXr14cPHiQdevW0ahRoyLvJScnM3v2bBYsWEDFihWZNm0aLVq0wOl0MnnyZLKzs4mNjeXJJ5+kQ4cOfPbZZ2zcuJGtW7dy4MABXnjhBebPn39DroOISHlhWRZHjx6lXr16N+R8BQUF2nxCyjQVpURERERKmT179nD27Flat259xT9GTp8+TWBgICEhIdd8bqfTyenTp6ldu/Zl++Tm5mJZ1u86r4iIiMjvpaKUiIiIiIiIiIiUOC10LiIiIiIiIiIiJU5FKRERERERERERKXEqSomIiIiIiIiISIlTUUpERESkDDIM45r7uVyumzwaERERkeJUlBIRERG5QQzDID8/n8zMTA4fPszOnTv5/PPPWbx4MX/6059o3749sbGx5Obmsm7dOpo0aUKLFi0IDAykdu3atGjRgqZNm1KvXj0OHz7sOe/UqVN58MEHi3zWsWPH6NWrF0eOHAHgD3/4A6tWrQJg6dKldOjQAbfbXeSYVq1aUa1aNUJCQmjQoAEhISHUqFGDqVOnkpeXx7lz5wCoV68ee/bsuZmXSkRERAQ/bw9AREREpCzYtWsX7dq1IzQ0lJCQEPz9/dm1axdPPfUUjRs3Jioqiq5du1K5cmVcLhdPPPEETzzxBABVqlThr3/9K48//rjnfIcOHWLkyJFMnDiRoKAgwsPDi3xenTp16N+/P927d+ef//wnAQEB+Pv7s3nzZhYvXswnn3yCn1/RX/W2b9/O+vXrWb16NatWraJfv35069aNwYMHM3PmTI4fP87cuXMJCgoiICDgpl8zERERKd9UlBIRERG5AZo3b05GRgYApmkydOhQ/P39GTNmDLfffjt///vfqVmzJlFRUUWOS0lJ4ezZs0RHRxdpz8rKYs6cOUyfPh273Y7D4fC8FxYWhr+/PxUrVsQwDOrXr8/Zs2f54YcfCA4Oxu12ExsbS05ODvHx8UyePNlzrMvlwt/fv9j4AwICPIUou92OzWa7UZdGRERE5JJUlBIRERG5QfLz8/n222+ZPn06d999N0uWLCEnJ4chQ4awdetWXnzxRSIjI4sUfD766CMA+vTp42lfuXIlwcHBAJcsIJ04cYLAwEAA9u/fT/v27YmIiGDmzJl89tlnPPTQQ/Tq1avIMevXr+eHH35g7969HDhwgAkTJpCcnExeXh5paWkEBQXdjEsiIiIicllaU0pERETkBsnIyKBXr16kpKTw0UcfERwcTLt27XjwwQf5+eefGTJkSJGCVEFBAfPnz2fChAls2rSJTz/9lB07dlCnTp0rfs75gtTOnTu5//77+fOf/0zTpk2xLIv27dvTv39/Ro0ahWmanmNyc3M5e/YsBw8eJDAwkIyMDFwuF7m5uWRlZWGaJpZl3ZwLIyIiInIJKkqJiIiI3CA1a9Zk//79vPbaa9xxxx0sW7aM5ORkevfuzfr16+nSpQs7duzw9E9ISCA7O5uhQ4dSrVo1Tpw4QUREBKGhoVf8nMzMTKZOnco999zDq6++yksvvURBQQEul4unn36ar776infeeYfu3buTlZUFQFxcHDNmzCAjI4MZM2bw5ptv0rJlS+Li4pg+fTp5eXk4nU7cbjfnzp0r8rigiIiIyM2gx/dEREREbpDo6Gh27txJYGAgbdu2ZdGiRSQkJHDu3Dncbjcul4tOnToxfvx47rnnHsaPH8/KlSvp1KkTQ4cOJT8/n44dO171c+Lj4/nxxx/ZuHEj9957LwARERGeQlJsbCxbtmxh2LBh2O2F9yB/+ukn4uLiePjhhz2fUVBQwLZt24iLi+O1114jPT2dihUrUrt2bWrUqHFTrpGIiIjIeSpKiYiIiNwgy5cvx263Ex4eTnBwMKmpqfTp04e9e/cSGBiIZVns3r2bxMREIiMj2bBhA126dOG2227j4YcfJiMjgw8//BAAt9sNUOyROsuymDlzJtWrVy+yQ57T6WT//v2e15GRkWzZssXzCF90dDTz58+nU6dOnj7Lli0jIiKC4cOHc8cdd1CtWjV27NhBRESEdt8TERGRm05FKREREZEbpHnz5vTs2ZOhQ4cSFxdHRkYGNpuNwMBAFi5cyCeffMLf/vY33njjDQC6dOkCQKtWrYiLi2Pz5s088MADAJ6d/JxOZ5HPOHLkCK1atSIgIKDIIuipqakEBASwbNkyT1tBQQHNmzfnyy+/xG63U716dQIDA4scm5eXR9u2bbHb7ViWRV5eHpMnT2b06NE37TqJiIiIgIpSIiIiIjdETk4Offv2JSQkhJ49exZ7v3///nz11VfceeedfPDBB9x1112e995++20WLlzI119/7XncLjY29pILj0dERJCenl6kbeXKlZ71qZYtW8b9999/yTG2bNnSMwPrvLp16/Lll1/StGnT3x2ziIiIyPXQQuciIiIi18nlctGhQwdq1KjBhx9+SMWKFdmyZQuJiYkEBQUBEBoayurVq+nduzevvfYaACkpKfTt25fhw4ezevVqWrduXezcO3fuZM+ePZ5i1W+tW7eOsWPHsmLFCj7++GP++Mc/Mnfu3GLFJ8Mwftfuer89XkRERORGs1na+1dERETkuqWmphIREYHNZgNg0KBB7N69mxdeeIFBgwYV6et0OnE4HNx1113k5uayZs0aoqOjL3nemJgYkpOTWbJkCQMHDsTtdrNjxw6+++47Vq5ciWmarFixgsjISAB+/fVXnnnmGX7++WcGDhzII488QmxsLOPGjWPWrFmeItl5hmEU22nP5XJRrVo1UlNTb9TlERERESlGRSkRERERLzl+/DihoaEEBwdfts+xY8eoXLmyp09+fj733nsvt912G3FxcfTo0eOSx33xxRcsWLCAxx57rFhRTERERKQ0UFFKRERERERERERKnNaUEhERERERERGREqeilIiIiIiIiIiIlDgVpUREREREREREpMSpKCUiIiIiIiIiIiVORSkRERERERERESlxKkqJiIiIiIiIiEiJU1FKRERERERERERKnIpSIiIiIiIiIiJS4lSUEhERERERERGREvd/PxkfHbYZOi4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 12. 更新频率与系列长度的关系\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(x='episode_category', hue='update_frequency', data=df)\n",
    "plt.title('不同系列类型的更新频率分布')\n",
    "plt.xlabel('系列类型')\n",
    "plt.ylabel('数量')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7c7a55bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "分析总结:\n",
      "1. 评分与播出时长的相关性较弱(相关系数: 0.0166)\n",
      "2. 已完结动漫评分普遍较高\n",
      "3. 长篇系列(如季度番)在评分上表现更好\n",
      "4. 更新频率与评分有一定关系，已完结动漫评分最高\n"
     ]
    }
   ],
   "source": [
    "# 13. 总结分析结果\n",
    "print(\"\\n分析总结:\")\n",
    "print(f\"1. 评分与播出时长的相关性较弱(相关系数: {duration_rating_corr:.4f})\")\n",
    "print(f\"2. 已完结动漫评分普遍较高\")\n",
    "print(\"3. 长篇系列(如季度番)在评分上表现更好\")\n",
    "print(\"4. 更新频率与评分有一定关系，已完结动漫评分最高\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a83b3beb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
